Note

Go to the end to download the full example code.

Comparing All Fusion Models๏ƒ

Welcome to the โ€œComparing All Fusion Modelsโ€ tutorial! In this tutorial, weโ€™ll explore how to train and compare multiple fusion models for a multiclass classification task using k-fold cross-validation with multimodal tabular data. This tutorial is designed to help you understand and implement key features, including:

  • ๐Ÿ“ฅ Importing fusion models based on modality types.

  • ๐Ÿšฒ Setting training parameters for your models

  • ๐Ÿ”ฎ Specifying the data to be used for training and testing.

  • ๐Ÿงช Training and evaluating multiple fusion models.

  • ๐Ÿ“ˆ Visualising the results of individual models.

  • ๐Ÿ“Š Comparing the performance of different models.

Letโ€™s dive into each of these steps in detail:

  1. Importing Fusion Models:

    We begin by importing fusion models based on modality types. These models will be used in our multiclass classification task, and weโ€™ll explore various fusion strategies.

  2. Setting the Training Parameters:

    To ensure consistent and controlled training, we define training parameters. These parameters include enabling k-fold cross-validation, specifying the prediction type, and setting the batch size for training.

  3. Specify data to be used:

    In this step, we specify the data to be used for training and testing. We will be using MNIST data for this, split into top and bottom halves for our two tabular modalities.

  4. Training All Fusion Models:

    Now, we train all the selected fusion models using the data and the defined training parameters. Weโ€™ll monitor the performance of each model during training and store the results for later analysis.

  5. Plotting Individual Model Results:

    After training, we visualise the performance of each individual model. We create plots that show loss curves and performance metrics to help us understand how each model performed.

  6. Comparing Model Performance:

    To gain insights into which fusion models perform best, we compare their performance using a violin chart. This chart provides a clear overview of how each modelโ€™s performance metrics compare.

  7. Saving the Results:

    Finally, we save the performance results of all the models as a structured DataFrame. This data can be further analyzed, exported to a CSV file, or used for additional experiments.

Now, letโ€™s walk through each of these steps in code and detail. Letโ€™s get started! ๐ŸŒธ

import matplotlib.pyplot as plt
from tqdm.auto import tqdm
import os

from fusilli.data import prepare_fusion_data
from fusilli.eval import ConfusionMatrix, ModelComparison
from fusilli.train import train_and_save_models
from fusilli.utils.model_chooser import import_chosen_fusion_models

# sphinx_gallery_thumbnail_number = -1

# from IPython.utils import io  # for hiding the tqdm progress bar

1. Import fusion models ๐Ÿ”๏ƒ

Here we import the fusion models to be compared. The models are imported using the get_models() function, which takes a dictionary of conditions as an input. The conditions are the attributes of the models, e.g. the class name, the modality type, etc.

The function returns a dataframe of the models that match the conditions. The dataframe contains the method name, the class name, the modality type, the fusion type, the path to the model, and the path to the modelโ€™s parent class. The paths are used to import the models with the importlib.import_module().

Weโ€™re importing all the fusion models that use only tabular data for this example (either uni-modal or multi-modal).

model_conditions = {
    "modality_type": ["tabular1", "tabular2", "tabular_tabular"],
}

fusion_models = import_chosen_fusion_models(model_conditions)

Imported methods:
['Tabular1 uni-modal' 'Tabular2 uni-modal'
 'Concatenating tabular feature maps' 'Concatenating tabular data'
 'Channel-wise multiplication net (tabular)'
 'Tabular Crossmodal multi-head attention' 'Tabular decision'
 'MCVAE Tabular' 'Edge Correlation GNN' 'Attention-weighted GNN'
 'Activation function and tabular self-attention'
 'Activation function map fusion']

2. Set the training parameters ๐ŸŽฏ๏ƒ

Letโ€™s configure our training parameters. For training and testing, the necessary parameters are:

  • Paths to the input data files.

  • Paths to the output directories.

  • prediction_task: the type of prediction to be performed. This is either regression, binary, or classification.

Some optional parameters are:

  • kfold: a boolean of whether to use k-fold cross-validation (True) or not (False). By default, this is set to False.

  • num_folds: the number of folds to use. It canโ€™t be k=1.

  • wandb_logging: a boolean of whether to log the results using Weights and Biases (True) or not (False). Default is False.

  • test_size: the proportion of the dataset to include in the test split. Default is 0.2.

  • batch_size: the batch size to use for training. Default is 8.

  • multiclass_dimensions: the number of classes to use for multiclass classification. Default is None unless prediction_task is multiclass.

  • max_epochs: the maximum number of epochs to train for. Default is 1000.

# Multiclass classification task (predicting one of 10 classes)
prediction_task = "multiclass"
number_of_classes = 10

# Set the batch size
batch_size = 32

# Enable k-fold cross-validation with k=3
kfold = True
num_folds = 3

# Setting output directories
output_paths = {
    "losses": "loss_logs/model_comparison_loop_kfold",
    "checkpoints": "checkpoints/model_comparison_loop_kfold",
    "figures": "figures/model_comparison_loop_kfold",
}

os.makedirs(output_paths["losses"], exist_ok=True)
os.makedirs(output_paths["checkpoints"], exist_ok=True)
os.makedirs(output_paths["figures"], exist_ok=True)

# Clearing the loss logs directory (only for the example notebooks)
for dir in os.listdir(output_paths["losses"]):
    # remove files
    for file in os.listdir(os.path.join(output_paths["losses"], dir)):
        os.remove(os.path.join(output_paths["losses"], dir, file))
    # remove dir
    os.rmdir(os.path.join(output_paths["losses"], dir))

3. Specifying input file paths ๐Ÿ”ฎ๏ƒ

Weโ€™re using the MNIST dataset for this example, and the CSV files are stored in the _static/mnist_data directory with the documentation files.

data_paths = {
    "tabular1": "../../_static/mnist_data/mnist1.csv",
    "tabular2": "../../_static/mnist_data/mnist2.csv",
    "image": "",
}

4. Training the all the fusion models ๐Ÿ๏ƒ

In this section, we train all the fusion models using the data and specified parameters. We store the results of each model for later analysis.

# Using %%capture to hide the progress bar and plots (there are a lot of them!)

all_trained_models = {}

for i, fusion_model in enumerate(fusion_models):
    fusion_model_name = fusion_model.__name__
    print(f"Running model {fusion_model_name}")

    # Get data module
    data_module = prepare_fusion_data(prediction_task=prediction_task,
                                      multiclass_dimensions=number_of_classes,
                                      fusion_model=fusion_model,
                                      data_paths=data_paths,
                                      output_paths=output_paths,
                                      kfold=kfold,
                                      num_folds=num_folds,
                                      batch_size=batch_size)

    # Train and test
    single_model_list = train_and_save_models(
        data_module=data_module,
        fusion_model=fusion_model,
        enable_checkpointing=False,  # We're not saving the trained models for this example
        show_loss_plot=True,  # We'll show the loss plot for each model instead of saving it
    )

    # Save to all_trained_models
    all_trained_models[fusion_model_name] = single_model_list

    plt.close("all")

Running model Tabular1Unimodal

Training: |          | 0/? [00:00<?, ?it/s]
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Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.87it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.14it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.89it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.35it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.22it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.81it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.63it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.28it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.72it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.40it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.02it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.75it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.56it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.34it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.12it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.91it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.57it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.35it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.94it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.77it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=2.180]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.53it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 78.23it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 76.39it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.97it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.99it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.79it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.25it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.74it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.87it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.45it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.26it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.91it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.02it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.71it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.94it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.66it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.98it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.73it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.08it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.86it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.15it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.94it/s, v_num=ld_0, val_loss=2.180, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.62it/s, v_num=ld_0, val_loss=1.610, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.21it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 82.43it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 80.44it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.50it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.46it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.39it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.69it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.79it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.22it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.36it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.90it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.69it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.28it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.73it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.39it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.11it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.82it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.23it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.99it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.74it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.55it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.33it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.15it/s, v_num=ld_0, val_loss=1.610, train_loss=1.910]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.24it/s, v_num=ld_0, val_loss=1.200, train_loss=1.910]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.84it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 87.04it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 85.07it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.24it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.20it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.84it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.13it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.84it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.27it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.77it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.33it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.98it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.62it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.26it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.96it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.73it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.47it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.61it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.37it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.27it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.06it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.15it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=1.200, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.92it/s, v_num=ld_0, val_loss=1.000, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.48it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 87.07it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 85.06it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.09it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.06it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.38it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.92it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.39it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.35it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.65it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.73it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.35it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.71it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.38it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.41it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.14it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.12it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.88it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.10it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.89it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.29it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.08it/s, v_num=ld_0, val_loss=1.000, train_loss=0.972]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.07it/s, v_num=ld_0, val_loss=1.050, train_loss=0.972]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 85.10it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 83.13it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.88it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.80it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.67it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.95it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.60it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.07it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.39it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.97it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.99it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.66it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.58it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.29it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.53it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.26it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.64it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.39it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.58it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.36it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.71it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.48it/s, v_num=ld_0, val_loss=1.050, train_loss=0.691]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.94it/s, v_num=ld_0, val_loss=0.994, train_loss=0.691]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.52it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 84.38it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.88it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.15it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.44it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.98it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.45it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.69it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.29it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.30it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.98it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.59it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.30it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.88it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.62it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.33it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.10it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.36it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.16it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.82it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.64it/s, v_num=ld_0, val_loss=0.994, train_loss=0.560]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.20it/s, v_num=ld_0, val_loss=0.996, train_loss=0.560]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.78it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 84.53it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 82.65it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.60it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.66it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.93it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.37it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.82it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.73it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.34it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.79it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.41it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.11it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.77it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.51it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.15it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.92it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.25it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.02it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.42it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.21it/s, v_num=ld_0, val_loss=0.996, train_loss=0.555]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.78it/s, v_num=ld_0, val_loss=1.010, train_loss=0.555]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.35it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 77.31it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 75.55it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.97it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.62it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.16it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.54it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.86it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.64it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.24it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.96it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.61it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.08it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.73it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.31it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.04it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.57it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.60it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.38it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.73it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.53it/s, v_num=ld_0, val_loss=1.010, train_loss=0.323]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.58it/s, v_num=ld_0, val_loss=1.220, train_loss=0.323]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.16it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 82.22it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 80.09it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.46it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.38it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.02it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.29it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.66it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.11it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.25it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.82it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.77it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.41it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.89it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.56it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.81it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.52it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.22it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.59it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.37it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.92it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.73it/s, v_num=ld_0, val_loss=1.220, train_loss=0.299]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.64it/s, v_num=ld_0, val_loss=1.250, train_loss=0.299]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.20it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 81.42it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.34it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.26it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.07it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.28it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.76it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.16it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.89it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.44it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.77it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.32it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.00it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.37it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.08it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.41it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.66it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.44it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.73it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.54it/s, v_num=ld_0, val_loss=1.250, train_loss=0.238]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.27it/s, v_num=ld_0, val_loss=1.480, train_loss=0.238]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.83it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 83.46it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 81.37it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.28it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.24it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.44it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.52it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.98it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.12it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.70it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.52it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.61it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.29it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.89it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.62it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.20it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.96it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.27it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.06it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.58it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.36it/s, v_num=ld_0, val_loss=1.480, train_loss=0.237]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.10it/s, v_num=ld_0, val_loss=1.210, train_loss=0.237]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.68it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 83.01it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 81.03it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.15it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.12it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.41it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.64it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.05it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.04it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.59it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.27it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.22it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.72it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.43it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.84it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.60it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.21it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.01it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.73it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.54it/s, v_num=ld_0, val_loss=1.210, train_loss=0.282]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.14it/s, v_num=ld_0, val_loss=1.150, train_loss=0.282]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.72it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 84.54it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 82.45it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.93it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.81it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.93it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.20it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.64it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.11it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.19it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.72it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.57it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.22it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.66it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.31it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.46it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.17it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.31it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.03it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.25it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.97it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.96it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.73it/s, v_num=ld_0, val_loss=1.150, train_loss=0.128]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.21it/s, v_num=ld_0, val_loss=1.350, train_loss=0.128]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.74it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 78.73it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 76.77it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.63it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.60it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.88it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.16it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.35it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.78it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.61it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.15it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.94it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.57it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.12it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.80it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.50it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.23it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.41it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.18it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.93it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.72it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.29it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.10it/s, v_num=ld_0, val_loss=1.350, train_loss=0.126]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.22it/s, v_num=ld_0, val_loss=1.120, train_loss=0.126]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.81it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 78.84it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 77.08it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.44it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.48it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.08it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.38it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.61it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.09it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.47it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.10it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.74it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.86it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.54it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.70it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.42it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.35it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.10it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.34it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.12it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.30it/s, v_num=ld_0, val_loss=1.120, train_loss=0.143]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.96it/s, v_num=ld_0, val_loss=1.440, train_loss=0.143]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.52it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 82.71it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 80.82it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.41it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.33it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.13it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.41it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.82it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.27it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.10it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.67it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.52it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.15it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.98it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.67it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.40it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.14it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.57it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.35it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.00it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.79it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.91it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.71it/s, v_num=ld_0, val_loss=1.440, train_loss=0.0601]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.19it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0601]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.65it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 83.12it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 81.07it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.77it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.71it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.55it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.82it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.72it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.13it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.94it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.49it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.22it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.84it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.80it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.63it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.41it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.14it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.41it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.09it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.03it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.81it/s, v_num=ld_0, val_loss=1.280, train_loss=0.108]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.81it/s, v_num=ld_0, val_loss=1.570, train_loss=0.108]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.41it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 83.33it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 81.22it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.80it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.69it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.25it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.22it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.62it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.77it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.36it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.97it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.66it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.85it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.57it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.92it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.66it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.88it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.64it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.90it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.68it/s, v_num=ld_0, val_loss=1.570, train_loss=0.115]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=1.350, train_loss=0.115]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.00it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 79.76it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 77.72it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.49it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.46it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.85it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.15it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.98it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.45it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.60it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.17it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.78it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.42it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.95it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.65it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.54it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.27it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.93it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.70it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.17it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.95it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.51it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.32it/s, v_num=ld_0, val_loss=1.350, train_loss=0.131]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.59it/s, v_num=ld_0, val_loss=1.270, train_loss=0.131]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.17it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 82.37it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 80.20it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.37it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.32it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.59it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.28it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.77it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.10it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.69it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.29it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.94it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.57it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.26it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.14it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.87it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.50it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.25it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.13it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.91it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.44it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.24it/s, v_num=ld_0, val_loss=1.270, train_loss=0.124]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.60it/s, v_num=ld_0, val_loss=1.480, train_loss=0.124]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.20it/s, v_num=ld_0, val_loss=1.480, train_loss=0.151]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.60it/s, v_num=ld_0, val_loss=1.480, train_loss=0.151]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9392107129096985
      Accuracy_val          0.7305389046669006
        val_loss            1.4778162240982056
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.18it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 35.47it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 40.79it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 40.34it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 42.67it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 42.35it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.57it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.40it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 51.97it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 51.81it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.37it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.22it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.13it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.98it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.37it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.23it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 62.25it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 62.12it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.94it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.82it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.54it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.42it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.13it/s, v_num=ld_1, val_loss=1.950]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.88it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 83.79it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 81.88it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.42it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.09it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.35it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.08it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.49it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.10it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.66it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.37it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.99it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.45it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.13it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.45it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.56it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.32it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.77it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.53it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.94it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.74it/s, v_num=ld_1, val_loss=1.950, train_loss=2.220]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.42it/s, v_num=ld_1, val_loss=1.570, train_loss=2.220]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.01it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 72.77it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 71.12it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.65it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.70it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.54it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.87it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.00it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.48it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.67it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.24it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.90it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.42it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.14it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.03it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.79it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.36it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.12it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.54it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.32it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.71it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.50it/s, v_num=ld_1, val_loss=1.570, train_loss=1.740]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.51it/s, v_num=ld_1, val_loss=1.380, train_loss=1.740]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.10it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 82.19it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 80.21it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.42it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.36it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.42it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.72it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.19it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.66it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.21it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.92it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.55it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.12it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.80it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.25it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.97it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.66it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.96it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.73it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.84it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.63it/s, v_num=ld_1, val_loss=1.210, train_loss=1.360]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.20it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 82.78it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 80.82it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.30it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.29it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.57it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.92it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.83it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.33it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.37it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.97it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.56it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.18it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.09it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.41it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.08it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.32it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.06it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.17it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.05it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.84it/s, v_num=ld_1, val_loss=1.210, train_loss=0.987]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.23it/s, v_num=ld_1, val_loss=1.140, train_loss=0.987]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.80it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 82.37it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 80.35it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.42it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.33it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.78it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.05it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.87it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.32it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.13it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.69it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.32it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.84it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.53it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.03it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.71it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.09it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.84it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.07it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.84it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.31it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.11it/s, v_num=ld_1, val_loss=1.140, train_loss=0.795]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.93it/s, v_num=ld_1, val_loss=1.150, train_loss=0.795]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.51it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 81.32it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 79.03it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.42it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.33it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.81it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.08it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.04it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.48it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.45it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.98it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.58it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.47it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.47it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.02it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.80it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.37it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.17it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.86it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.68it/s, v_num=ld_1, val_loss=1.150, train_loss=0.626]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=1.180, train_loss=0.626]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 82.90it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 80.90it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.71it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.62it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.54it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.66it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.09it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.02it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.58it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.27it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.91it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.74it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.45it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.87it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.61it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.59it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.45it/s, v_num=ld_1, val_loss=1.180, train_loss=0.554]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.97it/s, v_num=ld_1, val_loss=1.100, train_loss=0.554]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.54it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 83.49it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 81.53it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.39it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.31it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.26it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.53it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.89it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.31it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.31it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.35it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.97it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.09it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.73it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.39it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.05it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.03it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.79it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.02it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.82it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.46it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.27it/s, v_num=ld_1, val_loss=1.100, train_loss=0.396]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.67it/s, v_num=ld_1, val_loss=1.080, train_loss=0.396]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.27it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 78.72it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 76.82it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.79it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.80it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.09it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.18it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.67it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.79it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.71it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.15it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.87it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.55it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.24it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.17it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.13it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.89it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.19it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.95it/s, v_num=ld_1, val_loss=1.080, train_loss=0.367]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.51it/s, v_num=ld_1, val_loss=1.230, train_loss=0.367]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.91it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 81.10it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 79.07it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.11it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.12it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.16it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.49it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.21it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.93it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.55it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.20it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.87it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.39it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.04it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.46it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.20it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.52it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.25it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.97it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.40it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.21it/s, v_num=ld_1, val_loss=1.230, train_loss=0.397]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.26it/s, v_num=ld_1, val_loss=1.360, train_loss=0.397]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.86it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 83.02it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 80.77it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.74it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.73it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.84it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.16it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.30it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.80it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.95it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.49it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.61it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.29it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.35it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.08it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.09it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.82it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.41it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.17it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.62it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.41it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.71it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.51it/s, v_num=ld_1, val_loss=1.360, train_loss=0.331]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.31it/s, v_num=ld_1, val_loss=1.030, train_loss=0.331]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.90it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 80.59it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 78.82it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.48it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.54it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.60it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.95it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.14it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.54it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.63it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.19it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.94it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.36it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.65it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.34it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.87it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.60it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.09it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.85it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.34it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.12it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.61it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.41it/s, v_num=ld_1, val_loss=1.030, train_loss=0.296]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.51it/s, v_num=ld_1, val_loss=1.070, train_loss=0.296]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.06it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 82.00it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 80.00it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.49it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.44it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.75it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.00it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.46it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.32it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.87it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.59it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.20it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.57it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.23it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.74it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.93it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.67it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.74it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.50it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.82it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.60it/s, v_num=ld_1, val_loss=1.070, train_loss=0.199]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.33it/s, v_num=ld_1, val_loss=1.170, train_loss=0.199]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.91it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 79.61it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 77.57it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.12it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.03it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.40it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.64it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.64it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.08it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.81it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.36it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.13it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.75it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.34it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.02it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.71it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.43it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.02it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.76it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.78it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.56it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.19it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.98it/s, v_num=ld_1, val_loss=1.170, train_loss=0.225]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.01it/s, v_num=ld_1, val_loss=1.570, train_loss=0.225]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.57it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 76.64it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 74.29it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.07it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.07it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.85it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.12it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.64it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.05it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.65it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.22it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.31it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.91it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.62it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.25it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.99it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.56it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.28it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.70it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.46it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.10it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.91it/s, v_num=ld_1, val_loss=1.570, train_loss=0.163]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.61it/s, v_num=ld_1, val_loss=1.340, train_loss=0.163]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.19it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 78.98it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 77.12it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.62it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.62it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.38it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.66it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.11it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.57it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.48it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.77it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.42it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.79it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.50it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.43it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.97it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.75it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.16it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.84it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.64it/s, v_num=ld_1, val_loss=1.340, train_loss=0.292]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.20it/s, v_num=ld_1, val_loss=1.010, train_loss=0.292]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.79it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 87.78it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.85it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.65it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.09it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.37it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.95it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.39it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.41it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.35it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.01it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.31it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.01it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.99it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.74it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.84it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.26it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.010, train_loss=0.200]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.42it/s, v_num=ld_1, val_loss=1.040, train_loss=0.200]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.99it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 83.69it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 81.69it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.83it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.78it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.16it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.44it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.34it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.78it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.05it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.05it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.12it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.54it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.26it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.45it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.84it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.63it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.82it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.62it/s, v_num=ld_1, val_loss=1.040, train_loss=0.115]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.26it/s, v_num=ld_1, val_loss=1.540, train_loss=0.115]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.83it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 83.24it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 81.23it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.15it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.10it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.01it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.31it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.59it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.05it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.62it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.56it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.19it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.60it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.26it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.01it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.46it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.56it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.32it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.39it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.17it/s, v_num=ld_1, val_loss=1.540, train_loss=0.123]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.91it/s, v_num=ld_1, val_loss=1.450, train_loss=0.123]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.48it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 81.86it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 79.78it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.59it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.56it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.73it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.03it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.76it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.16it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.06it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.73it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.35it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.63it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.31it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.43it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.15it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.39it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.59it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.40it/s, v_num=ld_1, val_loss=1.450, train_loss=0.155]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.92it/s, v_num=ld_1, val_loss=1.180, train_loss=0.155]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.51it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 80.70it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 78.18it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.86it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.75it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.97it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.24it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.67it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.08it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.18it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.73it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.85it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.50it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.68it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.37it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.69it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.39it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.70it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.41it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.52it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.21it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.75it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.55it/s, v_num=ld_1, val_loss=1.180, train_loss=0.178]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.43it/s, v_num=ld_1, val_loss=1.470, train_loss=0.178]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.04it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 66.25it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 64.99it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.32it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.29it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.74it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.13it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.62it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.14it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.71it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.32it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.54it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.20it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.38it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.10it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.02it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.78it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.61it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.40it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.06it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.86it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.41it/s, v_num=ld_1, val_loss=1.470, train_loss=0.187]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.19it/s, v_num=ld_1, val_loss=1.150, train_loss=0.187]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.77it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 79.99it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 78.23it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.13it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.15it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.71it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.21it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.36it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.16it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.17it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.75it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.50it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.46it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.87it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.67it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.28it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.09it/s, v_num=ld_1, val_loss=1.150, train_loss=0.119]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.82it/s, v_num=ld_1, val_loss=1.450, train_loss=0.119]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.40it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 84.84it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 82.81it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.24it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.62it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.35it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.82it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.61it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.38it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.99it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.11it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.25it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.41it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.06it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.85it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.44it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.25it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0531]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.75it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0531]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.29it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 84.41it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 82.45it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.23it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.97it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.27it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.05it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.74it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.31it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.73it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.46it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.14it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.63it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.36it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.29it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.19it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.97it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.24it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0338]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.84it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0338]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.44it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 85.53it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 83.51it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.49it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.43it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.87it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.23it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.34it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.55it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.75it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.44it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.77it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.40it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.18it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.64it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.45it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0811]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.56it/s, v_num=ld_1, val_loss=1.630, train_loss=0.0811]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.13it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 85.74it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 83.72it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.35it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.35it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.56it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.81it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.18it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.63it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.18it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.81it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.77it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.45it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.67it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.40it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.82it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.26it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.38it/s, v_num=ld_1, val_loss=1.630, train_loss=0.065]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.62it/s, v_num=ld_1, val_loss=1.420, train_loss=0.065]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.20it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 84.38it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 82.40it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.54it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.98it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.39it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.87it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.66it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.73it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.90it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.56it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.76it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.94it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.73it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.92it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.71it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0523]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.97it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0523]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.53it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 80.98it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.93it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.84it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.81it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.29it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.75it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.19it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.77it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.77it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.44it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.30it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.00it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.68it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.42it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.66it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.13it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.92it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0187]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.24it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0187]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.78it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 79.15it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.14it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.14it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.25it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.94it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.32it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.89it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.70it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.34it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.40it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.60it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.32it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.64it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.40it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.54it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.10it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.700, train_loss=0.0186]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.16it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0186]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.73it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 87.13it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 85.13it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.04it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.44it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.77it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.85it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.97it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.55it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.42it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.02it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.66it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.36it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.54it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.63it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.39it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.79it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.57it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.02it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.83it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.73it/s, v_num=ld_1, val_loss=1.740, train_loss=0.0123]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.29it/s, v_num=ld_1, val_loss=1.740, train_loss=0.00325]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.62it/s, v_num=ld_1, val_loss=1.740, train_loss=0.00325]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9560409784317017
      Accuracy_val          0.7485029697418213
        val_loss            1.7393691539764404
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.98it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.27it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 40.16it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 39.74it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 42.57it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 42.23it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.46it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.29it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.15it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.00it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.83it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.68it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.74it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.59it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.92it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.78it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 62.96it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 62.84it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.68it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.56it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.12it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.99it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.79it/s, v_num=ld_2, val_loss=2.080]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.52it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 77.49it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 75.39it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.98it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.03it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.87it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.23it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.03it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.62it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.87it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.53it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.41it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.09it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.38it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.11it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.01it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.28it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.07it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.50it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.31it/s, v_num=ld_2, val_loss=2.080, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.64it/s, v_num=ld_2, val_loss=1.590, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.13it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 78.28it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 76.31it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.70it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.74it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.00it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.55it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.27it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.87it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.81it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.33it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.76it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.38it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.00it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.77it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.94it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.73it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.36it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.17it/s, v_num=ld_2, val_loss=1.590, train_loss=1.780]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.86it/s, v_num=ld_2, val_loss=1.360, train_loss=1.780]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.43it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 82.40it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 80.31it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.32it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.25it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.09it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.34it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.24it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.61it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.29it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.84it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.27it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.09it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.79it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.11it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.85it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.81it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.53it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.70it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.45it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.51it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.30it/s, v_num=ld_2, val_loss=1.360, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.86it/s, v_num=ld_2, val_loss=1.080, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.42it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 78.60it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 76.72it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.89it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.87it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.34it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.62it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.13it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.60it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.75it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.31it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.15it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.69it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.69it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.40it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.95it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.60it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.00it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.78it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.19it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.98it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.50it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.31it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.39it/s, v_num=ld_2, val_loss=1.080, train_loss=1.040]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.97it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 81.82it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.56it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.47it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.77it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.06it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.70it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.15it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.56it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.13it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.19it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.83it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.16it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.85it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.27it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.00it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.68it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.44it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.56it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.35it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.67it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.47it/s, v_num=ld_2, val_loss=1.080, train_loss=0.727]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.70it/s, v_num=ld_2, val_loss=1.020, train_loss=0.727]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.30it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 84.01it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 81.95it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.41it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.31it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.97it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.23it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.24it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.65it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.48it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.03it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.73it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.04it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.39it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.12it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.78it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.55it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.86it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.67it/s, v_num=ld_2, val_loss=1.020, train_loss=0.622]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.37it/s, v_num=ld_2, val_loss=1.270, train_loss=0.622]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.96it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.53it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 83.53it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.87it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.07it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.52it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.52it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.26it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.50it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=1.270, train_loss=0.457]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.27it/s, v_num=ld_2, val_loss=1.070, train_loss=0.457]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 82.55it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 80.44it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.28it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.29it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.89it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.20it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.86it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.42it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.96it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.33it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.01it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.03it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.75it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.29it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.02it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.37it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.42it/s, v_num=ld_2, val_loss=1.070, train_loss=0.352]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.72it/s, v_num=ld_2, val_loss=1.350, train_loss=0.352]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.32it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 86.00it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 84.01it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.75it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.70it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.87it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.12it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.19it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.63it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.82it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.85it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.44it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.03it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.30it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.350, train_loss=0.240]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.61it/s, v_num=ld_2, val_loss=1.520, train_loss=0.240]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.19it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.85it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.31it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.58it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.37it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.82it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.83it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.38it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.05it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.68it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.99it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.66it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.44it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.48it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.75it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.92it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=1.520, train_loss=0.187]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.35it/s, v_num=ld_2, val_loss=1.890, train_loss=0.187]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.89it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 82.05it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.07it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.30it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.25it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.17it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.61it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=1.890, train_loss=0.295]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.42it/s, v_num=ld_2, val_loss=1.350, train_loss=0.295]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.97it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 81.35it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.88it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.81it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.99it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.29it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.80it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.25it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.20it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.71it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.02it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.45it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.12it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.51it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.13it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.87it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.96it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.43it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.350, train_loss=0.262]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.74it/s, v_num=ld_2, val_loss=1.360, train_loss=0.262]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.31it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 85.18it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 83.15it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.65it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.54it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.88it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.79it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.00it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.45it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.43it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.00it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.09it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.75it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.79it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.49it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.38it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.12it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.76it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.53it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=1.360, train_loss=0.240]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.52it/s, v_num=ld_2, val_loss=1.190, train_loss=0.240]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.09it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 82.32it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 80.12it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.55it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.31it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.54it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.96it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.39it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.28it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.76it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.83it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.47it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.78it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.45it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.62it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.34it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.58it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.34it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.07it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.86it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.37it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.190, train_loss=0.132]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.05it/s, v_num=ld_2, val_loss=1.800, train_loss=0.132]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.63it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 76.31it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.10it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.09it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.35it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.68it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.99it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.49it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.32it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.92it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.03it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.69it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.10it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.80it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.18it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.91it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.64it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.40it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.02it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.80it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.15it/s, v_num=ld_2, val_loss=1.800, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.80it/s, v_num=ld_2, val_loss=1.470, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.36it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 80.35it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 78.37it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.09it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.88it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.14it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.33it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.77it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.54it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.06it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.70it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.54it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.21it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.76it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.49it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.47it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.36it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.14it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.70it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.47it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0591]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.55it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0591]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.13it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 79.03it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 77.21it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.06it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.07it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.07it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.38it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.60it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.06it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.03it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.60it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.87it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.51it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.28it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.96it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.28it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.00it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.70it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.46it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.99it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.77it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.67it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.47it/s, v_num=ld_2, val_loss=1.630, train_loss=0.119]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.17it/s, v_num=ld_2, val_loss=1.370, train_loss=0.119]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.76it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 77.50it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.41it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.51it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.75it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.58it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.05it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.21it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.78it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.44it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.02it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.69it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.90it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.09it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.09it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.87it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.12it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.81it/s, v_num=ld_2, val_loss=1.370, train_loss=0.135]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.14it/s, v_num=ld_2, val_loss=2.110, train_loss=0.135]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.72it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 79.89it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.23it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.98it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.01it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.64it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.11it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.32it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.87it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.69it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.31it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.73it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.41it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.98it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.70it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.88it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.62it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.04it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.82it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.30it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.09it/s, v_num=ld_2, val_loss=2.110, train_loss=0.118]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.00it/s, v_num=ld_2, val_loss=1.220, train_loss=0.118]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.58it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 84.43it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 82.39it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.32it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.45it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.66it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.80it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.20it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.89it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.42it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.82it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.43it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.50it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.58it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.29it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.91it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.66it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.86it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.57it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=1.220, train_loss=0.181]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.13it/s, v_num=ld_2, val_loss=1.370, train_loss=0.181]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.71it/s, v_num=ld_2, val_loss=1.370, train_loss=0.100]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.09it/s, v_num=ld_2, val_loss=1.370, train_loss=0.100]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9283812046051025
      Accuracy_val          0.7289156913757324
        val_loss            1.3748559951782227
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model Tabular2Unimodal

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 65.30it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 64.10it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.94it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.18it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.42it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.90it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.59it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.19it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.88it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.54it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.73it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.44it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.55it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.29it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.77it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.55it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.31it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.09it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.77it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.59it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.33it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.17it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.22it/s, v_num=ld_0, val_loss=2.300]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.83it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 83.74it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 81.86it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.91it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.48it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.76it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.68it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.18it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.09it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.67it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.22it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.85it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.44it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.14it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.93it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.66it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.88it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.64it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.98it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.24it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.05it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.73it/s, v_num=ld_0, val_loss=2.280, train_loss=2.330]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.34it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 84.17it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 82.20it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.16it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.11it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.06it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.35it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.27it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.72it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.38it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.94it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.49it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.14it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.61it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.31it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.85it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.58it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.92it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.68it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.24it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.01it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.10it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.89it/s, v_num=ld_0, val_loss=2.280, train_loss=2.280]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=2.220, train_loss=2.280]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.02it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 81.99it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 80.04it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.52it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.58it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.11it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.45it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.28it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.80it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.40it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.98it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.93it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.59it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.50it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.22it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.21it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.96it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.60it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.38it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.92it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.72it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.28it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.09it/s, v_num=ld_0, val_loss=2.220, train_loss=2.110]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.75it/s, v_num=ld_0, val_loss=2.050, train_loss=2.110]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.35it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 73.14it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 71.15it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.52it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.57it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.26it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.63it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.03it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.55it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.24it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.85it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.14it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.82it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.42it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.14it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.49it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.24it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.78it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.56it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.96it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.76it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.43it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.24it/s, v_num=ld_0, val_loss=2.050, train_loss=1.900]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.58it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.20it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 80.22it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 78.30it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.50it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.50it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.23it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.42it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.42it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.94it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.27it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.86it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.55it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.20it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.30it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.99it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.10it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.83it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.88it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.64it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.97it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.75it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.21it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.01it/s, v_num=ld_0, val_loss=1.910, train_loss=1.780]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.22it/s, v_num=ld_0, val_loss=1.850, train_loss=1.780]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.82it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 82.34it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 80.33it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.70it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.65it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.38it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.75it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.87it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.24it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.30it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.87it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.61it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.26it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.57it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.23it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.29it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.00it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.04it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.80it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.88it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.67it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.60it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.41it/s, v_num=ld_0, val_loss=1.850, train_loss=1.760]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.82it/s, v_num=ld_0, val_loss=1.790, train_loss=1.760]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.44it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.04it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 83.11it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.62it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.65it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.01it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.29it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.97it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.43it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.90it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.27it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.49it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.14it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.08it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.78it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.06it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.81it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.20it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.98it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.49it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.28it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.83it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.63it/s, v_num=ld_0, val_loss=1.790, train_loss=1.640]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=1.830, train_loss=1.640]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 82.77it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 80.80it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.30it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.29it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.98it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.96it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.51it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.05it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.61it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.19it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.13it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.76it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.15it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.84it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.89it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.62it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.63it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.39it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.64it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.43it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.94it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.75it/s, v_num=ld_0, val_loss=1.830, train_loss=1.620]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.20it/s, v_num=ld_0, val_loss=1.640, train_loss=1.620]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.81it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 81.53it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 79.43it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.29it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.73it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.02it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.96it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.12it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.71it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.07it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.69it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.35it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.76it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.58it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.30it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.15it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.92it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.16it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.95it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.92it/s, v_num=ld_0, val_loss=1.640, train_loss=1.560]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.49it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 80.35it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 78.35it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.54it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.51it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.37it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.80it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.27it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.62it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.20it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.07it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.71it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.42it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.11it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.53it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.25it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.41it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.15it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.25it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.02it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.28it/s, v_num=ld_0, val_loss=1.640, train_loss=1.440]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.31it/s, v_num=ld_0, val_loss=1.500, train_loss=1.440]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.89it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 76.06it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 74.31it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.52it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.52it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.72it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.03it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.73it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.19it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.32it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.90it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.83it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.46it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.61it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.31it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.84it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.59it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.35it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.12it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.79it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.59it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.34it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.15it/s, v_num=ld_0, val_loss=1.500, train_loss=1.420]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.40it/s, v_num=ld_0, val_loss=1.410, train_loss=1.420]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.99it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 84.62it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 82.69it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.04it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.05it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.18it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.78it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.27it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.10it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.67it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.23it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.88it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.96it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.63it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.63it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.33it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.02it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.76it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.86it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.63it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.93it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.73it/s, v_num=ld_0, val_loss=1.410, train_loss=1.290]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.28it/s, v_num=ld_0, val_loss=1.360, train_loss=1.290]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.85it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 80.05it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 78.08it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.99it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.97it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.02it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.31it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.65it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.12it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.16it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.74it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.55it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.20it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.85it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.54it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.03it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.77it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.27it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.99it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.49it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.28it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.54it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.35it/s, v_num=ld_0, val_loss=1.360, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.33it/s, v_num=ld_0, val_loss=1.480, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.92it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 84.42it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 82.13it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.94it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.92it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.03it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.33it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.10it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.55it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.81it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.37it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.23it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.87it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.41it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.11it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.70it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.43it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.91it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.66it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.83it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.60it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.98it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.78it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.35it/s, v_num=ld_0, val_loss=1.370, train_loss=1.240]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.90it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 81.76it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 79.72it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.20it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.15it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.85it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.12it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.17it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.62it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.42it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.97it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.74it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.37it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.97it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.66it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.82it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.52it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.21it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.98it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.29it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.09it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.51it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=1.370, train_loss=1.210]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.17it/s, v_num=ld_0, val_loss=1.380, train_loss=1.210]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.77it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 83.15it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 81.17it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.99it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.94it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.04it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.30it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.12it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.58it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.73it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.25it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.88it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.41it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.10it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.53it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.26it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.55it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.30it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.94it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.37it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.18it/s, v_num=ld_0, val_loss=1.380, train_loss=1.130]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.60it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 79.12it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 77.11it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.70it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.12it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.21it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.55it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.23it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.72it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.25it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.83it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.75it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.41it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.18it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.88it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.09it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.79it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.75it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.51it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.82it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.61it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.27it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.08it/s, v_num=ld_0, val_loss=1.380, train_loss=1.080]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.42it/s, v_num=ld_0, val_loss=1.420, train_loss=1.080]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.87it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 76.20it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 74.51it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.91it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.98it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.13it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.49it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.58it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.09it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.61it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.21it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.03it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.68it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.17it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.19it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.70it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.06it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.85it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.38it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.19it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.16it/s, v_num=ld_0, val_loss=1.350, train_loss=1.180]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.75it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 83.63it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 81.67it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.80it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.74it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.84it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.18it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.94it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.44it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.63it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.22it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.86it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.61it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.29it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.06it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.78it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.19it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.93it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.88it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.65it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.72it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.52it/s, v_num=ld_0, val_loss=1.350, train_loss=0.991]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.52it/s, v_num=ld_0, val_loss=1.810, train_loss=0.991]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.11it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 83.64it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 81.62it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.65it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.60it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.03it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.28it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.72it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.41it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.82it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.24it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.88it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.15it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.76it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.15it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.89it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.38it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.16it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.65it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.45it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.74it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.55it/s, v_num=ld_0, val_loss=1.810, train_loss=1.060]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.88it/s, v_num=ld_0, val_loss=1.560, train_loss=1.060]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.50it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 84.35it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 82.45it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.82it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.82it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.52it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.82it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.52it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.96it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.85it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.41it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.51it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.54it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.22it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.04it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.77it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.27it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.03it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.09it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.88it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.31it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.12it/s, v_num=ld_0, val_loss=1.560, train_loss=1.080]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.22it/s, v_num=ld_0, val_loss=1.370, train_loss=1.080]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.82it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 84.82it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 82.83it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.35it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.35it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.47it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.78it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.95it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.40it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.01it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.58it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.11it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.75it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.42it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.13it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.22it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.71it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.49it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.07it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.87it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.51it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.33it/s, v_num=ld_0, val_loss=1.370, train_loss=1.040]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.74it/s, v_num=ld_0, val_loss=1.430, train_loss=1.040]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.32it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 85.76it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 83.74it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.43it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.38it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.65it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.94it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.13it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.62it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.25it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.84it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.79it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.41it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.03it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.74it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.22it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.42it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.18it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.03it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.81it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.08it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.88it/s, v_num=ld_0, val_loss=1.430, train_loss=0.939]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.98it/s, v_num=ld_0, val_loss=1.300, train_loss=0.939]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.50it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 80.51it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 78.68it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.02it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.05it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.34it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.67it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.78it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.26it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.60it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.18it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.80it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.47it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.13it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.81it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.61it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.37it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.03it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.81it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.25it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.27it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.07it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.47it/s, v_num=ld_0, val_loss=1.300, train_loss=0.972]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.02it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 81.00it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 79.24it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.55it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.59it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.93it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.27it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.42it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.86it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.75it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.34it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.08it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.73it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.65it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.34it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.74it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.48it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.95it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.71it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.07it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.86it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.44it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.25it/s, v_num=ld_0, val_loss=1.300, train_loss=0.837]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.49it/s, v_num=ld_0, val_loss=1.230, train_loss=0.837]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.07it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 85.94it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 83.95it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.14it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.13it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.36it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.69it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.46it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.53it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.12it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.78it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.44it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.92it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.61it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.05it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.78it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.74it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.51it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.89it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.67it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.91it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.72it/s, v_num=ld_0, val_loss=1.230, train_loss=0.776]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.45it/s, v_num=ld_0, val_loss=1.320, train_loss=0.776]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.00it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 85.78it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 83.80it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.00it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.92it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.20it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.37it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.82it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.75it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.32it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.93it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.56it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.89it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.56it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.77it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.48it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.74it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.48it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.68it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.45it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.48it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.28it/s, v_num=ld_0, val_loss=1.320, train_loss=0.840]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.74it/s, v_num=ld_0, val_loss=1.410, train_loss=0.840]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.30it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 84.45it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 82.50it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.43it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.39it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.60it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.87it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.80it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.25it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.85it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.40it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.00it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.61it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.98it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.66it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.97it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.69it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.03it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.79it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.05it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.83it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.25it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.05it/s, v_num=ld_0, val_loss=1.410, train_loss=0.851]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.62it/s, v_num=ld_0, val_loss=1.270, train_loss=0.851]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.19it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 80.56it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 78.68it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.74it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.78it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.95it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.35it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.28it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.77it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.25it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.85it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.74it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.40it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.82it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.97it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.70it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.39it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.16it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.78it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.57it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.06it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.87it/s, v_num=ld_0, val_loss=1.270, train_loss=0.780]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.69it/s, v_num=ld_0, val_loss=1.390, train_loss=0.780]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.27it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 83.57it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 81.60it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.56it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.51it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.79it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.09it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.64it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.56it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.96it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.63it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.28it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.98it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.65it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.72it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.46it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.03it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.77it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.61it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.37it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.56it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.35it/s, v_num=ld_0, val_loss=1.390, train_loss=0.721]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.08it/s, v_num=ld_0, val_loss=1.360, train_loss=0.721]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 80.71it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 78.72it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.89it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.85it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.63it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.95it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.63it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.06it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.27it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.87it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.49it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.17it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.32it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.04it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.98it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.70it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.45it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.23it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.64it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.42it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.89it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.71it/s, v_num=ld_0, val_loss=1.360, train_loss=0.762]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.62it/s, v_num=ld_0, val_loss=1.320, train_loss=0.762]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.21it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 77.99it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 76.17it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.12it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.09it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.04it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.35it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.57it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.03it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.69it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.61it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.25it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.29it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.93it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.08it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.80it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.29it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.01it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.46it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.24it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.48it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.30it/s, v_num=ld_0, val_loss=1.320, train_loss=0.948]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.96it/s, v_num=ld_0, val_loss=1.410, train_loss=0.948]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.56it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 78.88it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 76.96it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.57it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.58it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.45it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.77it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.64it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.11it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.04it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.60it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.94it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.57it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.27it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.96it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.58it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.31it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.56it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.23it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.06it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.85it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.26it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.07it/s, v_num=ld_0, val_loss=1.410, train_loss=0.877]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.32it/s, v_num=ld_0, val_loss=1.420, train_loss=0.877]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.93it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 79.79it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 77.89it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.14it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.56it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.07it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.54it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.79it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.20it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.82it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.56it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.26it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.47it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.20it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.21it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.87it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.15it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.91it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.68it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=1.420, train_loss=0.963]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=1.390, train_loss=0.963]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.84it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 81.01it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 79.07it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.04it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.02it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.50it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.82it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.37it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.86it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.99it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.58it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.71it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.34it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.89it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.59it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.14it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.87it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.27it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.02it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.28it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.05it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.43it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.23it/s, v_num=ld_0, val_loss=1.390, train_loss=0.925]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.99it/s, v_num=ld_0, val_loss=1.220, train_loss=0.925]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.56it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 83.77it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 81.77it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.12it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.06it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.57it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.85it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.72it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.15it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.71it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.26it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.70it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.31it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.60it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.28it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.91it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.63it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.94it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.68it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.95it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.72it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.13it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.92it/s, v_num=ld_0, val_loss=1.220, train_loss=0.771]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.85it/s, v_num=ld_0, val_loss=1.460, train_loss=0.771]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.41it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 83.47it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 81.48it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.60it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.57it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.04it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.64it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.25it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.79it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.21it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.83it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.19it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.86it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.23it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.93it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.53it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.27it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.30it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.07it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.59it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.40it/s, v_num=ld_0, val_loss=1.460, train_loss=0.784]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.52it/s, v_num=ld_0, val_loss=1.390, train_loss=0.784]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.09it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 77.53it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 75.69it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.12it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.07it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.20it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.50it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.38it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.83it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.13it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.68it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.47it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.11it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.85it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.53it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.16it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.88it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.31it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.06it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.43it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.21it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.71it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.51it/s, v_num=ld_0, val_loss=1.390, train_loss=0.888]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.70it/s, v_num=ld_0, val_loss=1.300, train_loss=0.888]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 79.06it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 77.21it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.28it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.27it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.77it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.85it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.21it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.80it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.58it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.23it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.49it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.18it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.80it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.54it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.94it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.70it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.03it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.82it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.30it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.07it/s, v_num=ld_0, val_loss=1.300, train_loss=0.851]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=1.200, train_loss=0.851]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.39it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 81.77it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 79.59it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.42it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.31it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.07it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.35it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.88it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.35it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.23it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.79it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.53it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.16it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.70it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.40it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.15it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.89it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.05it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.82it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.33it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.12it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.52it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.32it/s, v_num=ld_0, val_loss=1.200, train_loss=0.727]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.20it/s, v_num=ld_0, val_loss=1.360, train_loss=0.727]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.78it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 83.28it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 81.25it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.92it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.87it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.46it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.75it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.65it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.11it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.97it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.55it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.14it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.78it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.28it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.97it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.43it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.07it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.28it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.00it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.31it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.05it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.17it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.95it/s, v_num=ld_0, val_loss=1.360, train_loss=0.666]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.71it/s, v_num=ld_0, val_loss=1.480, train_loss=0.666]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.26it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 82.39it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 80.43it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.56it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.52it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.78it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.78it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.96it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.48it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.86it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.09it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.75it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.71it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.23it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.97it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.42it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.18it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.43it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.21it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.52it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.32it/s, v_num=ld_0, val_loss=1.480, train_loss=0.724]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.00it/s, v_num=ld_0, val_loss=1.500, train_loss=0.724]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.57it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 82.17it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 79.80it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.23it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.15it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.94it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.29it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.60it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.08it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.42it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.99it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.96it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.60it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.10it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.79it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.25it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.98it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.37it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.13it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.57it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.36it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.92it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.71it/s, v_num=ld_0, val_loss=1.500, train_loss=0.668]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.78it/s, v_num=ld_0, val_loss=1.640, train_loss=0.668]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.36it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 79.27it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 77.40it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.51it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.53it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.62it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.95it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.87it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.36it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.36it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.94it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.40it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.04it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.17it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.86it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.49it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.22it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.82it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.58it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.55it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.33it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.79it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.59it/s, v_num=ld_0, val_loss=1.640, train_loss=0.784]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.59it/s, v_num=ld_0, val_loss=1.540, train_loss=0.784]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.17it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 81.69it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 79.76it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.76it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.70it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.86it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.13it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.24it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.70it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.54it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.07it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.70it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.86it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.54it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.88it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.60it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.72it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.86it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.64it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.18it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.98it/s, v_num=ld_0, val_loss=1.540, train_loss=0.748]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=1.460, train_loss=0.748]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.20it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 74.18it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.22it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.07it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.60it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.92it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.25it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.75it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.41it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.00it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.31it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.96it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.07it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.78it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.69it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.43it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.15it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.92it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.12it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.91it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.94it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.74it/s, v_num=ld_0, val_loss=1.460, train_loss=0.709]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.93it/s, v_num=ld_0, val_loss=1.200, train_loss=0.709]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.53it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 80.77it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 78.54it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.40it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.39it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.63it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.92it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.43it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.89it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.55it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.11it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.89it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.52it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.25it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.94it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.63it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.36it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.27it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.02it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.91it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.68it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.91it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.71it/s, v_num=ld_0, val_loss=1.200, train_loss=0.616]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.56it/s, v_num=ld_0, val_loss=1.530, train_loss=0.616]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.14it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 77.47it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 75.49it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.09it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.09it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.09it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.39it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.21it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.66it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.62it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.19it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.37it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.02it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.76it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.45it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.12it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.85it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.51it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.27it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.74it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.52it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.69it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.47it/s, v_num=ld_0, val_loss=1.530, train_loss=0.551]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=1.340, train_loss=0.551]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.52it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 72.19it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 69.83it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.78it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.86it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.19it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.53it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.89it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.36it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.53it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.03it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.96it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.58it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.17it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.86it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.30it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.03it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.74it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.50it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.20it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.99it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.75it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.56it/s, v_num=ld_0, val_loss=1.340, train_loss=0.548]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.08it/s, v_num=ld_0, val_loss=1.510, train_loss=0.548]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.65it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 82.44it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 80.53it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.78it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.79it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.81it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.49it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.98it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.88it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.46it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.07it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.72it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.02it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.70it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.42it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.13it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.66it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.41it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.73it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.51it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.07it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.87it/s, v_num=ld_0, val_loss=1.510, train_loss=0.464]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.69it/s, v_num=ld_0, val_loss=1.520, train_loss=0.464]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.26it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 79.77it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 77.81it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.75it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.72it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.46it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.75it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.97it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.35it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.95it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.82it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.48it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.30it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.00it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.58it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.27it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.65it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.40it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.38it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.12it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.47it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.27it/s, v_num=ld_0, val_loss=1.520, train_loss=0.507]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.95it/s, v_num=ld_0, val_loss=1.540, train_loss=0.507]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.53it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 83.85it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 81.89it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.03it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.93it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.40it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.69it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.46it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.00it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.45it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.06it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.31it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.98it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.30it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.01it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.23it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.97it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.29it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.06it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.46it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.24it/s, v_num=ld_0, val_loss=1.540, train_loss=0.625]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.87it/s, v_num=ld_0, val_loss=1.420, train_loss=0.625]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.44it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 76.46it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 74.73it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.79it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.82it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.08it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.40it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.03it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.44it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.12it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.67it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.38it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.02it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.01it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.78it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.19it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.96it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.46it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.26it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.02it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.84it/s, v_num=ld_0, val_loss=1.420, train_loss=0.722]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.78it/s, v_num=ld_0, val_loss=1.250, train_loss=0.722]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.39it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 85.97it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 83.95it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.60it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.59it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.39it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.73it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.32it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.82it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.83it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.33it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.03it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.68it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.09it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.78it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.31it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.05it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.95it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.70it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.93it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.70it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.10it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.90it/s, v_num=ld_0, val_loss=1.250, train_loss=0.538]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.11it/s, v_num=ld_0, val_loss=1.370, train_loss=0.538]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.68it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 85.11it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 83.10it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.38it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.76it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.56it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.99it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.63it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.20it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.99it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.64it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.44it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.69it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.98it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.75it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.20it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.96it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.20it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.00it/s, v_num=ld_0, val_loss=1.370, train_loss=0.518]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.62it/s, v_num=ld_0, val_loss=1.380, train_loss=0.518]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.19it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 81.59it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 79.60it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.76it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.70it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.47it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.76it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.52it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.95it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.98it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.94it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.88it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.57it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.78it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.51it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.75it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.51it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.47it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.24it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.74it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.53it/s, v_num=ld_0, val_loss=1.380, train_loss=0.453]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.69it/s, v_num=ld_0, val_loss=1.510, train_loss=0.453]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.28it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 78.21it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 76.30it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.58it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.63it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.58it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.90it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.72it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.20it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.92it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.50it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.86it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.51it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.12it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.81it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.75it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.48it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.10it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.86it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.20it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.99it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.62it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.42it/s, v_num=ld_0, val_loss=1.510, train_loss=0.385]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.84it/s, v_num=ld_0, val_loss=1.870, train_loss=0.385]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.42it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 79.99it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 78.08it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.84it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.85it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.07it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.37it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.82it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.31it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.40it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.99it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.91it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.57it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.18it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.87it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.33it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.06it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.00it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.74it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.56it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.58it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.37it/s, v_num=ld_0, val_loss=1.870, train_loss=0.462]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.23it/s, v_num=ld_0, val_loss=1.410, train_loss=0.462]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.82it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 76.70it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 74.97it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.74it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.78it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.86it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.23it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.73it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.24it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.93it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.54it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.50it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.14it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.58it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.24it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.83it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.58it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.05it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.82it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.18it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.97it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.71it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.51it/s, v_num=ld_0, val_loss=1.410, train_loss=0.485]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.52it/s, v_num=ld_0, val_loss=1.590, train_loss=0.485]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.18it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 74.65it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 73.04it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.72it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.84it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.90it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.25it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.44it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.93it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.80it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.40it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.05it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.70it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.68it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.35it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.77it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.51it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.43it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.21it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.49it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.29it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.70it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.51it/s, v_num=ld_0, val_loss=1.590, train_loss=0.782]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.91it/s, v_num=ld_0, val_loss=1.370, train_loss=0.782]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.53it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 76.66it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 74.88it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.10it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.20it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.44it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.83it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.22it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.76it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.90it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.43it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.04it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.73it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.16it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.89it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.40it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.16it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.28it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.07it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.47it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.28it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.72it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.55it/s, v_num=ld_0, val_loss=1.370, train_loss=0.882]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.53it/s, v_num=ld_0, val_loss=1.340, train_loss=0.882]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.15it/s, v_num=ld_0, val_loss=1.340, train_loss=0.518]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.59it/s, v_num=ld_0, val_loss=1.340, train_loss=0.518]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9100597500801086
      Accuracy_val           0.628742516040802
        val_loss            1.3380264043807983
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.00it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 35.26it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 39.38it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 38.90it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 41.65it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 41.46it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.39it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.21it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 51.54it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 51.38it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.07it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.91it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.90it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.76it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.23it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.09it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.99it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.86it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.62it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.50it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.82it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.70it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.68it/s, v_num=ld_1, val_loss=2.280]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.41it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 80.76it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 78.86it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.98it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.97it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.78it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.08it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.36it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.82it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.65it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.22it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.50it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.13it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.43it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.12it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.66it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.39it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.86it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.61it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.95it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.73it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.99it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.78it/s, v_num=ld_1, val_loss=2.280, train_loss=2.330]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.75it/s, v_num=ld_1, val_loss=2.220, train_loss=2.330]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.33it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 81.42it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 79.15it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.44it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.27it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.85it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.06it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.97it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.36it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.29it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.86it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.10it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.70it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.22it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.92it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.44it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.55it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.31it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.77it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.56it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.09it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.90it/s, v_num=ld_1, val_loss=2.220, train_loss=2.260]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.71it/s, v_num=ld_1, val_loss=1.890, train_loss=2.260]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.29it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 83.62it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 81.60it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.63it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.59it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.29it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.59it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.71it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.16it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.74it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.29it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.76it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.39it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.76it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.40it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.26it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.97it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.14it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.52it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.31it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.88it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.68it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.53it/s, v_num=ld_1, val_loss=1.730, train_loss=2.060]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.12it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 83.00it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 80.99it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.76it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.70it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.29it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.98it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.44it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.74it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.42it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.06it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.71it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.40it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.73it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.02it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.77it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.41it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.30it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.10it/s, v_num=ld_1, val_loss=1.730, train_loss=1.870]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.73it/s, v_num=ld_1, val_loss=1.580, train_loss=1.870]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.32it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 82.41it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 80.44it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.58it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.40it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.01it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.17it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.73it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.11it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.93it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.48it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.20it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.84it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.55it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.22it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.81it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.55it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.13it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.90it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.35it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.14it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.35it/s, v_num=ld_1, val_loss=1.580, train_loss=1.770]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.94it/s, v_num=ld_1, val_loss=1.820, train_loss=1.770]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.50it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 73.98it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 72.19it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.89it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.95it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.14it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.50it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.77it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.28it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.42it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.02it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.15it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.81it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.46it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.17it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.01it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.75it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.02it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.79it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.02it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.40it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.21it/s, v_num=ld_1, val_loss=1.820, train_loss=1.870]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.39it/s, v_num=ld_1, val_loss=1.670, train_loss=1.870]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.00it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 78.78it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 76.54it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.74it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.11it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.92it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.29it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.29it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.80it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.56it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.62it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.28it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.59it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.28it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.60it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.33it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.57it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.33it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.73it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.51it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.08it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.88it/s, v_num=ld_1, val_loss=1.670, train_loss=1.740]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.05it/s, v_num=ld_1, val_loss=1.640, train_loss=1.740]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.63it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 83.72it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 81.69it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.09it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.02it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.23it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.11it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.57it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.35it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.90it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.65it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.29it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.86it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.40it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.19it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.92it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.00it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.76it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.99it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.77it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.54it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.34it/s, v_num=ld_1, val_loss=1.640, train_loss=1.530]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.38it/s, v_num=ld_1, val_loss=1.410, train_loss=1.530]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.98it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 82.39it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.02it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.33it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.07it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.10it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.84it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.44it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.47it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.17it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.48it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.20it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.26it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.01it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.14it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.91it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.29it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.07it/s, v_num=ld_1, val_loss=1.410, train_loss=1.550]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=1.380, train_loss=1.550]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.65it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 79.99it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 77.95it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.14it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.12it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.67it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.92it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.98it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.44it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.51it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.16it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.81it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.01it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.70it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.63it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.37it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.72it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.49it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.98it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.78it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.38it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.20it/s, v_num=ld_1, val_loss=1.380, train_loss=1.410]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.61it/s, v_num=ld_1, val_loss=1.300, train_loss=1.410]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.21it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 80.16it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 78.09it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.30it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.25it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.09it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.38it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.85it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.32it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.27it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.83it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.53it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.17it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.95it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.64it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.29it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.01it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.33it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.08it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.10it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.84it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.25it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.05it/s, v_num=ld_1, val_loss=1.300, train_loss=1.280]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.93it/s, v_num=ld_1, val_loss=1.320, train_loss=1.280]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.51it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 80.91it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 78.41it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.90it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.72it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.82it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.02it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.67it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.03it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.01it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.58it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.52it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.18it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.02it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.68it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.35it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.08it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.55it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.30it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.61it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.62it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.30it/s, v_num=ld_1, val_loss=1.250, train_loss=1.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.88it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 79.90it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 78.05it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.95it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.94it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.08it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.28it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.48it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.95it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.06it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.47it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.20it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.79it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.36it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.04it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.42it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.14it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.55it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.30it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.53it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.30it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.75it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.54it/s, v_num=ld_1, val_loss=1.250, train_loss=1.190]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.49it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.03it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 81.32it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 79.41it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.53it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.45it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.48it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.77it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.04it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.50it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.69it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.25it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.06it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.69it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.33it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.01it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.53it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.25it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.22it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.97it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.41it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.19it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.74it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.53it/s, v_num=ld_1, val_loss=1.130, train_loss=1.190]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.33it/s, v_num=ld_1, val_loss=1.410, train_loss=1.190]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.88it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 81.26it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 79.25it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.84it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.77it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.45it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.71it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.91it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.34it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.26it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.83it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.76it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.39it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.09it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.77it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.14it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.86it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.16it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.90it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.09it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.86it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.82it/s, v_num=ld_1, val_loss=1.410, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=1.550, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.39it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 82.54it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 80.61it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.82it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.44it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.72it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.26it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.06it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.62it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.67it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.28it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.38it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.90it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.62it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.99it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.74it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.16it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.44it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.22it/s, v_num=ld_1, val_loss=1.550, train_loss=1.080]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.79it/s, v_num=ld_1, val_loss=1.310, train_loss=1.080]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.38it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 84.11it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 82.05it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.01it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.95it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.67it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.95it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.26it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.65it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.05it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.29it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.85it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.54it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.57it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.30it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.43it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.310, train_loss=1.350]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.91it/s, v_num=ld_1, val_loss=1.320, train_loss=1.350]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.48it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 81.64it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 79.75it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.88it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.87it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.68it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.97it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.11it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.59it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.44it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.03it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.72it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.07it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.78it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.09it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.84it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.54it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.98it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.78it/s, v_num=ld_1, val_loss=1.320, train_loss=1.290]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.35it/s, v_num=ld_1, val_loss=1.110, train_loss=1.290]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.88it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 82.34it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 80.35it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.37it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.33it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.72it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.01it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.83it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.27it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.91it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.48it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.28it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.88it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.41it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.11it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.76it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.51it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.13it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.91it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.07it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.86it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.33it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.14it/s, v_num=ld_1, val_loss=1.110, train_loss=1.070]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.10it/s, v_num=ld_1, val_loss=1.090, train_loss=1.070]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.70it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 77.62it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 75.87it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.37it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.39it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.35it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.68it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.92it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.39it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.42it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.00it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.65it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.28it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.92it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.61it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.00it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.72it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.13it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.88it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.39it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.17it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.76it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.56it/s, v_num=ld_1, val_loss=1.090, train_loss=0.905]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.77it/s, v_num=ld_1, val_loss=1.460, train_loss=0.905]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.36it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 78.64it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.57it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.56it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.08it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.41it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.20it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.68it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.65it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.24it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.25it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.90it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.68it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.39it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.08it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.81it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.40it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.04it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.25it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.44it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.460, train_loss=0.922]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.73it/s, v_num=ld_1, val_loss=1.270, train_loss=0.922]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.32it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 80.93it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 79.03it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.33it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.32it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.43it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.74it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.97it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.42it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.29it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.85it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.45it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.07it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.10it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.78it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.44it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.16it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.31it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.07it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.49it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.27it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.30it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.10it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.20it/s, v_num=ld_1, val_loss=1.030, train_loss=1.210]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.80it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 83.75it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 81.81it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.18it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.92it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.21it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.98it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.64it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.39it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.50it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.26it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.98it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.74it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.49it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.46it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.23it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.68it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.48it/s, v_num=ld_1, val_loss=1.030, train_loss=1.010]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.17it/s, v_num=ld_1, val_loss=1.080, train_loss=1.010]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.76it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 85.14it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 83.20it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.04it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.03it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.77it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.07it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.15it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.34it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.89it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.22it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.82it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.63it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.35it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.64it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.39it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.72it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.85it/s, v_num=ld_1, val_loss=1.080, train_loss=0.766]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.29it/s, v_num=ld_1, val_loss=1.370, train_loss=0.766]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.87it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 82.21it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.58it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.52it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.11it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.34it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.81it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.88it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.46it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.63it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.27it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.84it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.53it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.10it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.83it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.21it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.97it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.86it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.12it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.92it/s, v_num=ld_1, val_loss=1.370, train_loss=0.765]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.46it/s, v_num=ld_1, val_loss=1.150, train_loss=0.765]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.01it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 82.18it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 80.24it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.62it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.99it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.26it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.98it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.87it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.42it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.29it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.93it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.42it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.12it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.21it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.82it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.16it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.95it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.53it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.34it/s, v_num=ld_1, val_loss=1.150, train_loss=0.990]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.10it/s, v_num=ld_1, val_loss=1.140, train_loss=0.990]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.67it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 78.65it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 76.73it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.34it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.32it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.58it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.88it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.67it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.16it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.33it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.87it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.59it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.06it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.97it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.05it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.15it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.93it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.43it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.23it/s, v_num=ld_1, val_loss=1.140, train_loss=0.824]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.75it/s, v_num=ld_1, val_loss=1.620, train_loss=0.824]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.30it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 83.57it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 81.63it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.61it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.72it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.03it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.41it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.90it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.62it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.55it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.21it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.70it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.08it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.87it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=1.620, train_loss=0.704]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.96it/s, v_num=ld_1, val_loss=1.150, train_loss=0.704]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.49it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 83.58it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 81.71it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.67it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.17it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.74it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.22it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.28it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.87it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.66it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.05it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.77it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.78it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.06it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.00it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.80it/s, v_num=ld_1, val_loss=1.150, train_loss=0.927]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.41it/s, v_num=ld_1, val_loss=1.130, train_loss=0.927]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.98it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 87.73it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 85.69it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.30it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.70it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.99it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.89it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.32it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.89it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.45it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.85it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.27it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.33it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.09it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.41it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=1.130, train_loss=0.930]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.45it/s, v_num=ld_1, val_loss=1.210, train_loss=0.930]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.02it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 88.08it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 86.02it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.08it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.01it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.02it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.32it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.23it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.72it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.62it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.21it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.13it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.79it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.72it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.42it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.55it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.29it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.81it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.07it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.30it/s, v_num=ld_1, val_loss=1.210, train_loss=0.843]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.53it/s, v_num=ld_1, val_loss=1.070, train_loss=0.843]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.11it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 88.60it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 86.20it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.39it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.32it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.47it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.75it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.35it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.98it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.55it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.75it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.38it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.08it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.81it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.85it/s, v_num=ld_1, val_loss=1.070, train_loss=0.746]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.03it/s, v_num=ld_1, val_loss=1.090, train_loss=0.746]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.61it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 82.49it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.21it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.88it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.96it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.31it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.49it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.28it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.10it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.77it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.23it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.95it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.57it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.32it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.74it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.51it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.88it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.50it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.32it/s, v_num=ld_1, val_loss=1.090, train_loss=0.719]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.71it/s, v_num=ld_1, val_loss=1.370, train_loss=0.719]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.30it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 81.07it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 79.32it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.53it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.59it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.26it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.55it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.75it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.34it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.22it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.87it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.49it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.77it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.08it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.58it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=1.370, train_loss=0.642]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.46it/s, v_num=ld_1, val_loss=1.440, train_loss=0.642]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.03it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 83.59it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.00it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.95it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.05it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.37it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.94it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.43it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.43it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.04it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.56it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.24it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.05it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.74it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.58it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.33it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.73it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.00it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.81it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.56it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.440, train_loss=0.650]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.08it/s, v_num=ld_1, val_loss=1.600, train_loss=0.650]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.68it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 85.13it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 83.14it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.75it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.78it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.82it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.49it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.98it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.14it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.04it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.90it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.44it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.66it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.43it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.97it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.74it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.97it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.600, train_loss=0.843]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.89it/s, v_num=ld_1, val_loss=1.290, train_loss=0.843]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.48it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 83.11it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 80.94it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.29it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.27it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.79it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.12it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.79it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.02it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.20it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.25it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.92it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.96it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.70it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.48it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.88it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.55it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.36it/s, v_num=ld_1, val_loss=1.290, train_loss=0.792]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.75it/s, v_num=ld_1, val_loss=1.110, train_loss=0.792]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.36it/s, v_num=ld_1, val_loss=1.110, train_loss=0.764]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.34it/s, v_num=ld_1, val_loss=1.110, train_loss=0.764]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9262562990188599
      Accuracy_val          0.6407185792922974
        val_loss            1.1054614782333374
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.68it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.02it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.76it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.35it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 44.02it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.72it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.63it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.47it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.14it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.99it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.86it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.73it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.82it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.69it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.35it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.23it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.44it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.33it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.10it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.99it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.59it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.49it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.05it/s, v_num=ld_2, val_loss=2.280]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.80it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 85.80it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 83.81it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.09it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.11it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.15it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.48it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.21it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.69it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.95it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.53it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.53it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.86it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.38it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.66it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.43it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.71it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.25it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.07it/s, v_num=ld_2, val_loss=2.280, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.38it/s, v_num=ld_2, val_loss=2.080, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.95it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 82.29it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 80.48it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.86it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.86it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.53it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.85it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.29it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.78it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.98it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.65it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.36it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.57it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.96it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.05it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.84it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.09it/s, v_num=ld_2, val_loss=2.080, train_loss=2.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.43it/s, v_num=ld_2, val_loss=1.990, train_loss=2.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.01it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 86.18it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 84.17it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.11it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.11it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.92it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.23it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.22it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.70it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.20it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.89it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.54it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.17it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.88it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.13it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.94it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.10it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.32it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.10it/s, v_num=ld_2, val_loss=1.990, train_loss=2.000]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=1.740, train_loss=2.000]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.61it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 81.94it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.67it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.67it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.34it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.12it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.60it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.66it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.26it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.11it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.78it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.57it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.28it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.94it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.69it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.31it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.09it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.65it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.43it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.60it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.39it/s, v_num=ld_2, val_loss=1.740, train_loss=1.760]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.03it/s, v_num=ld_2, val_loss=1.550, train_loss=1.760]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.62it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 87.26it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 85.28it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.96it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.28it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.32it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.05it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.75it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.69it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.52it/s, v_num=ld_2, val_loss=1.550, train_loss=1.590]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=1.700, train_loss=1.590]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 86.65it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 84.68it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.97it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.70it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.03it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.25it/s, v_num=ld_2, val_loss=1.700, train_loss=1.550]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.15it/s, v_num=ld_2, val_loss=1.650, train_loss=1.550]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.72it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 83.52it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 81.64it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.12it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.03it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.18it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.41it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.96it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.46it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.72it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.86it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.53it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.69it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.38it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.12it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.95it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.11it/s, v_num=ld_2, val_loss=1.650, train_loss=1.510]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.37it/s, v_num=ld_2, val_loss=1.420, train_loss=1.510]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.96it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 85.72it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.79it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.44it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.00it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.72it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.37it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.89it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.59it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.90it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.13it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.52it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.73it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.54it/s, v_num=ld_2, val_loss=1.420, train_loss=1.340]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.69it/s, v_num=ld_2, val_loss=1.620, train_loss=1.340]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.26it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 82.93it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 81.09it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.55it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.58it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.77it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.10it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.45it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.94it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.90it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.49it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.00it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.59it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.93it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.47it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.56it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.58it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.38it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.00it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.80it/s, v_num=ld_2, val_loss=1.620, train_loss=1.260]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.11it/s, v_num=ld_2, val_loss=1.630, train_loss=1.260]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.69it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 84.63it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 82.69it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.24it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.79it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.07it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.35it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.81it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.19it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.76it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.23it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.87it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.98it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.79it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.40it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.54it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.31it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.81it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.61it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.18it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.99it/s, v_num=ld_2, val_loss=1.630, train_loss=1.160]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.00it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.59it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 83.18it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 81.28it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.92it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.47it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.37it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.72it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.73it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.17it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.88it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.42it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.83it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.43it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.47it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.20it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.75it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.49it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.58it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.35it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.56it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.33it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.18it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.97it/s, v_num=ld_2, val_loss=1.330, train_loss=1.150]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.98it/s, v_num=ld_2, val_loss=1.490, train_loss=1.150]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.57it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 81.44it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 79.40it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.55it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.35it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.09it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.37it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.58it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.04it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.00it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.58it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.93it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.57it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.21it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.91it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.40it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.13it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.61it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.37it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.53it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.10it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.90it/s, v_num=ld_2, val_loss=1.490, train_loss=1.100]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.55it/s, v_num=ld_2, val_loss=1.610, train_loss=1.100]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.14it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 84.21it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 81.93it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.26it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.13it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.95it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.23it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.81it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.08it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.67it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.62it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.28it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.11it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.81it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.71it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.17it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.94it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.44it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.23it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.67it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.48it/s, v_num=ld_2, val_loss=1.610, train_loss=1.090]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.99it/s, v_num=ld_2, val_loss=1.650, train_loss=1.090]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.57it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 84.04it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 82.08it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.97it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.98it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.54it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.86it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.11it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.59it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.69it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.22it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.00it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.65it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.30it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.03it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.15it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.90it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.59it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.36it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.72it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.51it/s, v_num=ld_2, val_loss=1.650, train_loss=0.982]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.18it/s, v_num=ld_2, val_loss=1.430, train_loss=0.982]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.76it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 82.86it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 80.84it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.68it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.59it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.89it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.20it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.68it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.93it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.49it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.69it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.86it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.27it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.99it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.39it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.29it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.39it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=1.430, train_loss=1.050]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.72it/s, v_num=ld_2, val_loss=1.400, train_loss=1.050]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.30it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 80.46it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 78.60it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.80it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.78it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.18it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.45it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.41it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.85it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.19it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.53it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.82it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.19it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.90it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.31it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.06it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.17it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.60it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.37it/s, v_num=ld_2, val_loss=1.400, train_loss=1.030]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.22it/s, v_num=ld_2, val_loss=1.320, train_loss=1.030]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.81it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 82.22it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 80.26it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.21it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.16it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.27it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.56it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.43it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.87it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.68it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.22it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.87it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.49it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.02it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.69it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.28it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.00it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.01it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.77it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.21it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.99it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.48it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.28it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.24it/s, v_num=ld_2, val_loss=1.680, train_loss=1.020]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.83it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 82.45it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 80.38it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.06it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.00it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.43it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.72it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.79it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.24it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.22it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.79it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.44it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.07it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.51it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.20it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.87it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.61it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.30it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.02it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.38it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.17it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.01it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.82it/s, v_num=ld_2, val_loss=1.680, train_loss=0.857]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.46it/s, v_num=ld_2, val_loss=1.460, train_loss=0.857]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.05it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 84.16it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 82.16it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.77it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.74it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.49it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.80it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.12it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.60it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.53it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.11it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.14it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.78it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.44it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.14it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.31it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.60it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.03it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.79it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.460, train_loss=0.967]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.18it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.74it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 82.54it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 80.28it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.21it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.27it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.74it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.08it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.66it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.16it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.68it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.28it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.29it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.97it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.07it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.75it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.24it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.00it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.52it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.30it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.65it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.43it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.81it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.350, train_loss=0.873]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.57it/s, v_num=ld_2, val_loss=1.340, train_loss=0.873]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.17it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 82.76it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 80.90it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.44it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.47it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.23it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.56it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.80it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.29it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.29it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.87it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.53it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.17it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.61it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.30it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.07it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.15it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.90it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.90it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.68it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.99it/s, v_num=ld_2, val_loss=1.340, train_loss=0.771]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.53it/s, v_num=ld_2, val_loss=1.550, train_loss=0.771]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.11it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 83.37it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 81.46it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.98it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.74it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.97it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.81it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.87it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.91it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.56it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.95it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.63it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.05it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.76it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.77it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.52it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.52it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.30it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.49it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.30it/s, v_num=ld_2, val_loss=1.550, train_loss=0.760]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.66it/s, v_num=ld_2, val_loss=1.440, train_loss=0.760]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.23it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 79.69it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.39it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.43it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.32it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.66it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.72it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.20it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.79it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.12it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.76it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.55it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.23it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.32it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.05it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.44it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.85it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.98it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.71it/s, v_num=ld_2, val_loss=1.440, train_loss=0.766]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.52it/s, v_num=ld_2, val_loss=1.360, train_loss=0.766]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.09it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 85.61it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.09it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.07it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.52it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.04it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.51it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.51it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.03it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.79it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.68it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.98it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.71it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.51it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.28it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.17it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.37it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.18it/s, v_num=ld_2, val_loss=1.360, train_loss=0.864]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.83it/s, v_num=ld_2, val_loss=1.710, train_loss=0.864]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.46it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 83.53it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 81.36it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.77it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.63it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.38it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.00it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.47it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.35it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.79it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.49it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.20it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.77it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.52it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.08it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.85it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.42it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.22it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.29it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.10it/s, v_num=ld_2, val_loss=1.710, train_loss=0.715]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.63it/s, v_num=ld_2, val_loss=1.620, train_loss=0.715]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.21it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 84.51it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 82.52it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.05it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.89it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.85it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.17it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.72it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.74it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.00it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.43it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.620, train_loss=1.000]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.63it/s, v_num=ld_2, val_loss=1.350, train_loss=1.000]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.21it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 86.77it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 84.75it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.71it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.66it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.77it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.01it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.47it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.43it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.51it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.68it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.18it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.88it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.20it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.96it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.42it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.20it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.61it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=1.350, train_loss=0.946]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.94it/s, v_num=ld_2, val_loss=1.410, train_loss=0.946]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.52it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 81.82it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 79.98it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.78it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.80it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.75it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.07it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.57it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.05it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.56it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.23it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.86it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.09it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.44it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.15it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.05it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.79it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.64it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.41it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.79it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.59it/s, v_num=ld_2, val_loss=1.410, train_loss=0.893]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.30it/s, v_num=ld_2, val_loss=1.550, train_loss=0.893]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.88it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 84.65it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 82.67it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.74it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.70it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.25it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.39it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.41it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.87it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.96it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.51it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.04it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.68it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.11it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.36it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.10it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.18it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.94it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.03it/s, v_num=ld_2, val_loss=1.550, train_loss=0.777]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.36it/s, v_num=ld_2, val_loss=1.300, train_loss=0.777]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.94it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 82.11it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.24it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.23it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.27it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.28it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.75it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.75it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.98it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.61it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.45it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.68it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.86it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.62it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.95it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.73it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.14it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.27it/s, v_num=ld_2, val_loss=1.300, train_loss=0.623]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.80it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 82.44it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 80.49it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.51it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.49it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.61it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.92it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.95it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.39it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.37it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.94it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.37it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.70it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.01it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.77it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.93it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.36it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=1.300, train_loss=0.528]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.72it/s, v_num=ld_2, val_loss=1.550, train_loss=0.528]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.27it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 84.33it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 82.33it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.61it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.53it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.32it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.07it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.53it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.20it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.78it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.37it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.00it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.51it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.20it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.53it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.25it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.60it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.34it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.60it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.37it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.14it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.93it/s, v_num=ld_2, val_loss=1.550, train_loss=0.521]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.70it/s, v_num=ld_2, val_loss=1.830, train_loss=0.521]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.29it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 84.65it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 82.72it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.82it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.80it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.28it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.59it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.80it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.26it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.48it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.73it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.46it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.13it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.76it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.47it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.56it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.34it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.53it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.31it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.28it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.06it/s, v_num=ld_2, val_loss=1.830, train_loss=0.569]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.77it/s, v_num=ld_2, val_loss=1.440, train_loss=0.569]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.32it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 84.96it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 82.96it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.48it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.52it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.86it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.05it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.56it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.04it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.85it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.97it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.98it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.51it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.43it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.20it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.59it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.37it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.81it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.61it/s, v_num=ld_2, val_loss=1.440, train_loss=0.587]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.44it/s, v_num=ld_2, val_loss=1.420, train_loss=0.587]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.00it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 79.17it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 77.49it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.30it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.26it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.22it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.51it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.71it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.17it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.06it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.61it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.98it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.41it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.07it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.81it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.48it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.22it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.20it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.99it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.75it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.57it/s, v_num=ld_2, val_loss=1.420, train_loss=0.517]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.29it/s, v_num=ld_2, val_loss=1.570, train_loss=0.517]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.88it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 82.44it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 80.54it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.49it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.47it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.64it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.32it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.80it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.52it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.09it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.31it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.04it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.68it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.99it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.68it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.18it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.91it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.45it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.24it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.81it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=1.570, train_loss=0.483]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.32it/s, v_num=ld_2, val_loss=1.620, train_loss=0.483]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.91it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 73.96it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 72.43it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.15it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.99it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.37it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.13it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.63it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.01it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.60it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.57it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.22it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.52it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.22it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.82it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.55it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.15it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.88it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.46it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.21it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.55it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.36it/s, v_num=ld_2, val_loss=1.620, train_loss=0.477]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.09it/s, v_num=ld_2, val_loss=2.290, train_loss=0.477]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.68it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 82.43it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 80.51it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.89it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.93it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.24it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.58it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.63it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.20it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.62it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.22it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.21it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.85it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.49it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.17it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.82it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.54it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.83it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.18it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.99it/s, v_num=ld_2, val_loss=2.290, train_loss=0.561]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.69it/s, v_num=ld_2, val_loss=2.220, train_loss=0.561]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.28it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 85.28it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 83.26it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.92it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.87it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.47it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.75it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.69it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.81it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.35it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.72it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.33it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.62it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.29it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.51it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.27it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.00it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.15it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.91it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.81it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.60it/s, v_num=ld_2, val_loss=2.220, train_loss=0.806]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.00it/s, v_num=ld_2, val_loss=1.410, train_loss=0.806]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.57it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 82.15it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 80.10it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.94it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.84it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.04it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.30it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.47it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.93it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.18it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.76it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.12it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.77it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.44it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.14it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.55it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.92it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.67it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.03it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.78it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.27it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.07it/s, v_num=ld_2, val_loss=1.410, train_loss=1.150]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.39it/s, v_num=ld_2, val_loss=1.350, train_loss=1.150]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.97it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 84.56it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 82.57it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.46it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.27it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.43it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.75it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.69it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.01it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.14it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.74it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.44it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.09it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.45it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.15it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.06it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.34it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.51it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.78it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=1.350, train_loss=0.776]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=2.060, train_loss=0.776]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.40it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 85.58it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 83.59it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.94it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.83it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.53it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.79it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.90it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.36it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.88it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.58it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.21it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.81it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.49it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.88it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.60it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.62it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.36it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.88it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.26it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=2.060, train_loss=0.578]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.62it/s, v_num=ld_2, val_loss=1.810, train_loss=0.578]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.19it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 84.44it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 82.45it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.91it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.85it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.15it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.68it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.86it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.49it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.51it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.87it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.59it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.76it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.66it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.43it/s, v_num=ld_2, val_loss=1.810, train_loss=0.477]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.68it/s, v_num=ld_2, val_loss=1.830, train_loss=0.477]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.24it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 80.77it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 78.93it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.32it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.35it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.52it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.17it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.63it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.33it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.90it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.51it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.12it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.81it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.96it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.31it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.46it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.24it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.73it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.53it/s, v_num=ld_2, val_loss=1.830, train_loss=0.595]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.02it/s, v_num=ld_2, val_loss=1.850, train_loss=0.595]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.57it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 82.42it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 80.32it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.23it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.14it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.73it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.01it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.35it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.80it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.61it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.17it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.94it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.57it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.87it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.55it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.86it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.58it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.18it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.94it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.52it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.31it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.83it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.64it/s, v_num=ld_2, val_loss=1.850, train_loss=0.845]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.75it/s, v_num=ld_2, val_loss=1.540, train_loss=0.845]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.34it/s, v_num=ld_2, val_loss=1.540, train_loss=0.883]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=1.540, train_loss=0.883]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.89414381980896
      Accuracy_val          0.5963855385780334
        val_loss            1.5350000858306885
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model ConcatTabularFeatureMaps

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 53.60it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 52.72it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.90it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.38it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.79it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.41it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.74it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.45it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.66it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.42it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.91it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.71it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.05it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.87it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.20it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.04it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.71it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.57it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.03it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.91it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.67it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.56it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.62it/s, v_num=ld_0, val_loss=1.990]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.35it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 68.44it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 67.12it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.22it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.56it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.89it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.45it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.90it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.56it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.90it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.62it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.25it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.01it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.66it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.78it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.60it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.79it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.63it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.01it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.86it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.01it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.86it/s, v_num=ld_0, val_loss=1.990, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.71it/s, v_num=ld_0, val_loss=1.540, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.41it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 66.49it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 64.78it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.63it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.98it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.19it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.74it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.85it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.48it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.54it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.26it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.85it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.60it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.93it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.72it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.83it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.21it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.04it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.19it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.04it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.43it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.29it/s, v_num=ld_0, val_loss=1.540, train_loss=1.860]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.30it/s, v_num=ld_0, val_loss=1.150, train_loss=1.860]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.98it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 66.67it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 65.29it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.42it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.68it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.96it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.47it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.64it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.28it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.64it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.33it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.75it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.51it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.68it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.49it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.58it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.52it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.37it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.35it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.21it/s, v_num=ld_0, val_loss=1.150, train_loss=1.420]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.40it/s, v_num=ld_0, val_loss=1.050, train_loss=1.420]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.10it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 66.21it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 64.78it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.55it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.81it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.93it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.65it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.92it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.63it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.84it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.60it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.20it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.00it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.48it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.27it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.55it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.40it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.81it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.67it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.20it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.06it/s, v_num=ld_0, val_loss=1.050, train_loss=1.030]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.10it/s, v_num=ld_0, val_loss=1.060, train_loss=1.030]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.80it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 70.34it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 68.90it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.72it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.99it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.12it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.63it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.47it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.09it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.56it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.26it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.62it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.37it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.80it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.58it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.54it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.35it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.64it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.47it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.75it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.60it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.05it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.91it/s, v_num=ld_0, val_loss=1.060, train_loss=0.776]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.79it/s, v_num=ld_0, val_loss=0.938, train_loss=0.776]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.46it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 69.51it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 67.85it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.28it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.56it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.97it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.50it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.66it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.30it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.05it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.76it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.13it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.87it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.88it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.66it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.13it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.94it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.87it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.71it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.08it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.93it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.44it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.30it/s, v_num=ld_0, val_loss=0.938, train_loss=0.585]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.01it/s, v_num=ld_0, val_loss=1.070, train_loss=0.585]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.69it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 69.34it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 67.92it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.13it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.43it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.96it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.40it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.58it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.22it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.88it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.58it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.96it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.71it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.93it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.70it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.85it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.67it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.02it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.83it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.77it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.25it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.12it/s, v_num=ld_0, val_loss=1.070, train_loss=0.457]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.42it/s, v_num=ld_0, val_loss=0.822, train_loss=0.457]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.11it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 69.85it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 68.41it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.24it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.55it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.20it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.74it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.82it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.46it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.29it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.00it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.50it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.24it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.61it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.36it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.63it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.44it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.69it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.51it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.74it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.58it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.75it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.62it/s, v_num=ld_0, val_loss=0.822, train_loss=0.364]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.45it/s, v_num=ld_0, val_loss=0.976, train_loss=0.364]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.13it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 68.38it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 66.95it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.12it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.39it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.22it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.75it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.20it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.88it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.60it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.39it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.16it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.54it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.34it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.99it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.82it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.92it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.72it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.81it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.67it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.15it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.03it/s, v_num=ld_0, val_loss=0.976, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.89it/s, v_num=ld_0, val_loss=0.902, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.61it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 67.86it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 66.55it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.24it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.61it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.13it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.87it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.49it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.15it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.85it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.66it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.40it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.55it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.32it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.72it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.53it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.83it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.67it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.11it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.96it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.35it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.21it/s, v_num=ld_0, val_loss=0.902, train_loss=0.263]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.16it/s, v_num=ld_0, val_loss=0.877, train_loss=0.263]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.85it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 67.30it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 65.87it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.17it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.48it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.42it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.94it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.48it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.11it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.95it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.62it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.36it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.64it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.40it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.38it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.18it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.52it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.35it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.52it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.37it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.91it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.78it/s, v_num=ld_0, val_loss=0.877, train_loss=0.238]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.99it/s, v_num=ld_0, val_loss=0.949, train_loss=0.238]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.66it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 66.69it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 65.38it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.34it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.69it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.36it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.85it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.38it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.03it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.04it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.75it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.81it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.55it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.22it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.88it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.68it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.11it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.96it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.00it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.58it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.45it/s, v_num=ld_0, val_loss=0.949, train_loss=0.194]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.47it/s, v_num=ld_0, val_loss=1.080, train_loss=0.194]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.16it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 66.59it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 65.19it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.67it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.98it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.25it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.78it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.33it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.98it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.94it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.60it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.37it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.13it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.73it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.52it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.96it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.77it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.14it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.97it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.04it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.88it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.43it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.29it/s, v_num=ld_0, val_loss=1.080, train_loss=0.129]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.17it/s, v_num=ld_0, val_loss=1.250, train_loss=0.129]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.86it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 69.67it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 68.27it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.98it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.25it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.64it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.15it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.18it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.63it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.35it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.40it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.14it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.64it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.43it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.79it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.61it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.82it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.64it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.76it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.60it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.72it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.56it/s, v_num=ld_0, val_loss=1.250, train_loss=0.0954]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.12it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0954]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.80it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 67.73it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 66.41it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.41it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.62it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.63it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.81it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.42it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.83it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.97it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.69it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.36it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.16it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.63it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.44it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.65it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.48it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.80it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.65it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.28it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.15it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0827]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.11it/s, v_num=ld_0, val_loss=1.020, train_loss=0.0827]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.79it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 69.72it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 68.32it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.14it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.42it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.46it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.98it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.79it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.42it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.96it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.65it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.04it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.77it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.93it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.70it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.61it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.41it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.55it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.37it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.52it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.36it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.66it/s, v_num=ld_0, val_loss=1.020, train_loss=0.135]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.50it/s, v_num=ld_0, val_loss=1.070, train_loss=0.135]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.19it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 68.59it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 67.15it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.76it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.98it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.37it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.89it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.07it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.72it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.68it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.38it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.97it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.72it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.20it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.98it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.41it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.23it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.38it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.22it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.59it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.44it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.04it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.91it/s, v_num=ld_0, val_loss=1.070, train_loss=0.120]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.54it/s, v_num=ld_0, val_loss=1.340, train_loss=0.120]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.22it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 70.12it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 68.73it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.44it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.67it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.09it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.57it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.20it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.82it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.53it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.23it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.62it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.36it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.65it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.44it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.74it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.54it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.79it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.61it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.53it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.37it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.67it/s, v_num=ld_0, val_loss=1.340, train_loss=0.0467]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.46it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0467]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.13it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 68.54it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 67.16it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.53it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.83it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.67it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.77it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.53it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.25it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.08it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.85it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.59it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.38it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.83it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.65it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.18it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.01it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.33it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.19it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.34it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.21it/s, v_num=ld_0, val_loss=1.150, train_loss=0.0536]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.85it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0536]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.52it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.92it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 67.54it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.93it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.22it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.97it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.19it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.09it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.73it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.53it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.23it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.96it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.70it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.93it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.72it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.20it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.99it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.25it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.07it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.50it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.36it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.83it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.69it/s, v_num=ld_0, val_loss=0.890, train_loss=0.0761]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.85it/s, v_num=ld_0, val_loss=1.770, train_loss=0.0761]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.55it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 69.10it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 67.80it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.72it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.06it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.95it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.46it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.01it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.67it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.52it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.23it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.32it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.06it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.97it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.74it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.68it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.48it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.78it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.60it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.90it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.74it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.05it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.90it/s, v_num=ld_0, val_loss=1.770, train_loss=0.174]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.68it/s, v_num=ld_0, val_loss=1.280, train_loss=0.174]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.36it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 68.94it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 67.26it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.85it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.12it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.63it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.12it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.30it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.04it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.75it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.10it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.86it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.98it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.75it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.05it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.87it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.11it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.95it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.28it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.81it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.68it/s, v_num=ld_0, val_loss=1.280, train_loss=0.213]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.79it/s, v_num=ld_0, val_loss=1.370, train_loss=0.213]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.49it/s, v_num=ld_0, val_loss=1.370, train_loss=0.175]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.07it/s, v_num=ld_0, val_loss=1.370, train_loss=0.175]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9523829221725464
      Accuracy_val          0.7544910311698914
        val_loss            1.3731824159622192
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.34it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 28.85it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 32.60it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 32.30it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.01it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.86it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 42.63it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 42.49it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 46.12it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 46.00it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 48.86it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 48.75it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 51.05it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 50.94it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.70it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.60it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.04it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.94it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.19it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.08it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.32it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.23it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.24it/s, v_num=ld_1, val_loss=2.140]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.03it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 64.98it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 63.66it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.48it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.81it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.28it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.82it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.89it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.53it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.01it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.73it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.99it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.75it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.98it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.78it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.14it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.96it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.33it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.15it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.38it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.24it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.76it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.63it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.70it/s, v_num=ld_1, val_loss=1.760, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.40it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 68.81it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 67.49it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.16it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.50it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.15it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.70it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.64it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.29it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.11it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.79it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.27it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.02it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.23it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.01it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.70it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.48it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.80it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.64it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.87it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.09it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.95it/s, v_num=ld_1, val_loss=1.760, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.96it/s, v_num=ld_1, val_loss=1.490, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.64it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 68.71it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 67.33it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.02it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.28it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.56it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.09it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.15it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.77it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.26it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.62it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.36it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.82it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.61it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.03it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.85it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.67it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.77it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.63it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.16it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=1.490, train_loss=1.500]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.89it/s, v_num=ld_1, val_loss=1.310, train_loss=1.500]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.57it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 68.48it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.77it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.13it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.63it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.47it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.10it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.79it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.50it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.86it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.60it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.01it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.79it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.13it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.94it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.04it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.86it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.66it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.47it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.82it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.68it/s, v_num=ld_1, val_loss=1.310, train_loss=1.250]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.67it/s, v_num=ld_1, val_loss=1.240, train_loss=1.250]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.34it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 67.82it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 66.43it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.16it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.44it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.70it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.21it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.26it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.87it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.42it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.13it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.67it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.43it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.06it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.85it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.32it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.14it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.61it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.46it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.84it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=1.240, train_loss=1.010]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.45it/s, v_num=ld_1, val_loss=1.080, train_loss=1.010]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.13it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 65.78it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 64.54it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.93it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.28it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.59it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.04it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.23it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.87it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.77it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.48it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.78it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.54it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.94it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.72it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.04it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.85it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.22it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.05it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.45it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.31it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.86it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=1.080, train_loss=0.816]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.71it/s, v_num=ld_1, val_loss=1.230, train_loss=0.816]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.40it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 68.69it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 67.40it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.82it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.19it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.13it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.66it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.03it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.69it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.31it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.05it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.82it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.58it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.14it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.93it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.55it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.36it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.37it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.19it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.54it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.39it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.71it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.54it/s, v_num=ld_1, val_loss=1.230, train_loss=0.623]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.53it/s, v_num=ld_1, val_loss=1.060, train_loss=0.623]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.24it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 69.06it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 67.11it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.62it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.89it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.93it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.42it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.77it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.41it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.94it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.65it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.36it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.11it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.66it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.45it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.97it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.79it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.02it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.84it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.28it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.14it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=1.060, train_loss=0.663]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.31it/s, v_num=ld_1, val_loss=0.961, train_loss=0.663]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.00it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 69.52it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 68.21it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.79it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.08it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.58it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.06it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.72it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.33it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.78it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.49it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.73it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.48it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.55it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.33it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.49it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.29it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.19it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.02it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.93it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.77it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.28it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.14it/s, v_num=ld_1, val_loss=0.961, train_loss=0.530]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.10it/s, v_num=ld_1, val_loss=1.110, train_loss=0.530]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.74it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 64.67it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 63.49it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.76it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.08it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.37it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.90it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.49it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.08it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.07it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.79it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.64it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.40it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.18it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.98it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.33it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.15it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.28it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.12it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.22it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.07it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.06it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.92it/s, v_num=ld_1, val_loss=1.110, train_loss=0.370]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.88it/s, v_num=ld_1, val_loss=1.090, train_loss=0.370]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.55it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 63.87it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 62.53it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.61it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.89it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.41it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.90it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.48it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.09it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.68it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.38it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.62it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.34it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.98it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.77it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.33it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.15it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.69it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.52it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.95it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.81it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.43it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.30it/s, v_num=ld_1, val_loss=1.090, train_loss=0.377]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.03it/s, v_num=ld_1, val_loss=1.010, train_loss=0.377]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.73it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 68.19it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 66.84it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.12it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.46it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.28it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.82it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.64it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.30it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.33it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.05it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.50it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.14it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.93it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.85it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.08it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.91it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.72it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.56it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.86it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.71it/s, v_num=ld_1, val_loss=1.010, train_loss=0.263]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.43it/s, v_num=ld_1, val_loss=1.220, train_loss=0.263]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.11it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 66.20it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 64.76it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.66it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.90it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.41it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.94it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.15it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.76it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.75it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.46it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.81it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.58it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.23it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.03it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.65it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.47it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.75it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.59it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.08it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.94it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.58it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.45it/s, v_num=ld_1, val_loss=1.220, train_loss=0.306]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.58it/s, v_num=ld_1, val_loss=0.923, train_loss=0.306]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.27it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 69.62it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 68.31it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.67it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.99it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.05it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.58it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.20it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.41it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.11it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.40it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.14it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.39it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.46it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.27it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.45it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.27it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.06it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.89it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.07it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=0.923, train_loss=0.274]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.67it/s, v_num=ld_1, val_loss=1.120, train_loss=0.274]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.35it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 68.87it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 67.46it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.82it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.03it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.88it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.37it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.62it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.23it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.89it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.58it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.14it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.87it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.46it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.25it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.72it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.94it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.78it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.09it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.27it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=1.120, train_loss=0.138]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.88it/s, v_num=ld_1, val_loss=0.969, train_loss=0.138]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.57it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 70.47it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 69.09it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.91it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.19it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.91it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.39it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.47it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.07it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.47it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.11it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.90it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.63it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.47it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.45it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.49it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.58it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.88it/s, v_num=ld_1, val_loss=0.969, train_loss=0.109]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.50it/s, v_num=ld_1, val_loss=1.310, train_loss=0.109]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.16it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 67.61it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 66.32it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.56it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.80it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.68it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.22it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.23it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.82it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.38it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.90it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.64it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.21it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.00it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.26it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.08it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.43it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.79it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.16it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.02it/s, v_num=ld_1, val_loss=1.310, train_loss=0.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.54it/s, v_num=ld_1, val_loss=0.965, train_loss=0.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.21it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 65.48it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 64.21it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.96it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.29it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.19it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.73it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.99it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.65it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.52it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.25it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.98it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.74it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.85it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.64it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.84it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.63it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.78it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.62it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.97it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.83it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.27it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.12it/s, v_num=ld_1, val_loss=0.965, train_loss=0.183]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.31it/s, v_num=ld_1, val_loss=1.170, train_loss=0.183]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.02it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 68.15it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 66.84it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.01it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.31it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.95it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.46it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.05it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.66it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.48it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.16it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.00it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.77it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.24it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.03it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.35it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.17it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.29it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.10it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.89it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.33it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.19it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0776]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.76it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0776]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.44it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.96it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 67.59it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.57it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.88it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.04it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.55it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.13it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.70it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.97it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.68it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.21it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.97it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.79it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.58it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.00it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.82it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.28it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.10it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.55it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.41it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.75it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.62it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0639]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.31it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0639]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.97it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 69.74it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 67.86it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.87it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.01it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.51it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.10it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.43it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.10it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.06it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.75it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.12it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.89it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.38it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.18it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.19it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.01it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.17it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.01it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.21it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.07it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0436]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.95it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0436]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.64it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 65.23it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 63.97it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.46it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.82it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.12it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.67it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.36it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.24it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.96it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.46it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.74it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.88it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.97it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.81it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.14it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.00it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.53it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.39it/s, v_num=ld_1, val_loss=1.080, train_loss=0.0396]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.04it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0396]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.70it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 67.48it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 66.07it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.13it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.28it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.18it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.71it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.43it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.07it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.74it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.44it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.97it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.29it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.08it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.54it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.35it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.48it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.30it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.49it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.34it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.58it/s, v_num=ld_1, val_loss=1.400, train_loss=0.0222]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.46it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0222]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.15it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 69.16it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 67.80it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.81it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.76it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.60it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.12it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.34it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.99it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.40it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.16it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.40it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.19it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.41it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.67it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.49it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.34it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.18it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.48it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.34it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0216]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.00it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0216]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.67it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 68.20it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 66.83it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.96it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.14it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.50it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.01it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.94it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.56it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.41it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.11it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.64it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.39it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.82it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.61it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.97it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.78it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.10it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.93it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.14it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.99it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.18it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0524]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.67it/s, v_num=ld_1, val_loss=1.560, train_loss=0.0524]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.35it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 68.40it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 67.09it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.01it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.56it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.09it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.66it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.26it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.51it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.21it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.09it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.89it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.88it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.90it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.93it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.77it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.11it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.97it/s, v_num=ld_1, val_loss=1.560, train_loss=0.098]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.72it/s, v_num=ld_1, val_loss=1.280, train_loss=0.098]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.40it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 69.04it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 67.63it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.27it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.57it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.05it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.56it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.16it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.80it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.50it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.97it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.85it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.67it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.41it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.19it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.38it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.24it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.02it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.88it/s, v_num=ld_1, val_loss=1.280, train_loss=0.220]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.17it/s, v_num=ld_1, val_loss=1.290, train_loss=0.220]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.88it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 64.78it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 63.45it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.48it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.78it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.88it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.42it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.92it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.56it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.28it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.98it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.70it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.46it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.73it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.51it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.75it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.55it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.53it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.36it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.64it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.49it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.11it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.97it/s, v_num=ld_1, val_loss=1.290, train_loss=0.210]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.88it/s, v_num=ld_1, val_loss=1.530, train_loss=0.210]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.56it/s, v_num=ld_1, val_loss=1.530, train_loss=0.096]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.11it/s, v_num=ld_1, val_loss=1.530, train_loss=0.096]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9487546682357788
      Accuracy_val           0.71856290102005
        val_loss             1.533241868019104
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 27.75it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 27.29it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 30.85it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 30.57it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 36.59it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 36.43it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.12it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 40.99it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 44.59it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 44.48it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.32it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.22it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.53it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.42it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.28it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.18it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.71it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.62it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.77it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.67it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.98it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.90it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.16it/s, v_num=ld_2, val_loss=2.230]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.91it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 65.14it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 63.95it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.01it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.36it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.83it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.40it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.68it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.34it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.05it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.78it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.60it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.34it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.85it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.65it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.00it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.83it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.86it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.71it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.38it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.23it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.32it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.18it/s, v_num=ld_2, val_loss=2.230, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.77it/s, v_num=ld_2, val_loss=1.890, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.49it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 66.83it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 65.32it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.39it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.73it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.80it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.36it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.43it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.09it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.32it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.06it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.34it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.11it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.27it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.08it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.07it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.89it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.23it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.09it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.93it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.79it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.09it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.96it/s, v_num=ld_2, val_loss=1.890, train_loss=2.110]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.31it/s, v_num=ld_2, val_loss=1.420, train_loss=2.110]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.02it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 66.62it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 65.24it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.20it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.53it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.18it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.71it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.98it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.63it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.46it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.19it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.67it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.43it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.81it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.58it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.80it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.62it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.90it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.73it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.91it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.92it/s, v_num=ld_2, val_loss=1.420, train_loss=1.670]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.09it/s, v_num=ld_2, val_loss=1.230, train_loss=1.670]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.78it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 65.53it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 64.33it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.39it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.75it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.21it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.78it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.71it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.35it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.68it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.39it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.05it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.81it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.96it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.74it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.96it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.74it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.05it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.89it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.90it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.01it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.85it/s, v_num=ld_2, val_loss=1.230, train_loss=1.210]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.95it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.65it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 67.54it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 66.21it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.55it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.83it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.31it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.86it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.12it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.77it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.52it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.23it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.81it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.57it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.10it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.89it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.93it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.75it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.10it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.92it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.15it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.68it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.54it/s, v_num=ld_2, val_loss=1.030, train_loss=0.833]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.67it/s, v_num=ld_2, val_loss=1.040, train_loss=0.833]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.38it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 69.65it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 68.35it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.65it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.93it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.40it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.91it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.21it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.84it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.40it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.10it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.67it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.43it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.68it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.44it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.72it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.54it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.45it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.28it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.45it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.49it/s, v_num=ld_2, val_loss=1.040, train_loss=0.737]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.58it/s, v_num=ld_2, val_loss=0.944, train_loss=0.737]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.29it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 68.18it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 66.84it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.71it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.44it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.92it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.32it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.96it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.68it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.39it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.02it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.78it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.42it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.22it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.74it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.57it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.11it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.96it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.05it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.91it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.30it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=0.944, train_loss=0.508]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.03it/s, v_num=ld_2, val_loss=0.996, train_loss=0.508]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.72it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 66.66it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 65.36it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.11it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.33it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.18it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.70it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.54it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.15it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.51it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.22it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.66it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.40it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.77it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.56it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.73it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.55it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.65it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.49it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.77it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.63it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.87it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.74it/s, v_num=ld_2, val_loss=0.996, train_loss=0.422]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.99it/s, v_num=ld_2, val_loss=1.250, train_loss=0.422]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.70it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 68.68it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 67.38it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.32it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.65it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.81it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.34it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.92it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.57it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.90it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.96it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.73it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.06it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.99it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.79it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.46it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.28it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.07it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.91it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=1.250, train_loss=0.235]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.41it/s, v_num=ld_2, val_loss=1.430, train_loss=0.235]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.13it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 67.99it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 66.61it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.21it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.50it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.16it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.67it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.61it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.27it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.35it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.94it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.40it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.17it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.43it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.23it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.42it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.25it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.78it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.63it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.03it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.89it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.34it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.22it/s, v_num=ld_2, val_loss=1.430, train_loss=0.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.52it/s, v_num=ld_2, val_loss=1.490, train_loss=0.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.24it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 69.38it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 68.05it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.14it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.44it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.51it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.00it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.92it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.60it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.27it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.69it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.45it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.51it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.60it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.27it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.10it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.90it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.91it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.77it/s, v_num=ld_2, val_loss=1.490, train_loss=0.489]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.63it/s, v_num=ld_2, val_loss=1.280, train_loss=0.489]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.31it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 66.82it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 65.53it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.12it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.43it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.00it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.51it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.67it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.32it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.26it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.98it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.14it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.90it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.63it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.42it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.70it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.49it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.67it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.52it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.61it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.48it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.01it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.88it/s, v_num=ld_2, val_loss=1.280, train_loss=0.425]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.06it/s, v_num=ld_2, val_loss=1.020, train_loss=0.425]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.75it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 67.18it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 65.80it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.37it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.39it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.74it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.03it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.94it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.58it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.28it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.01it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.53it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.30it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.54it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.34it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.47it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.29it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.72it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.56it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.08it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.92it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.19it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.06it/s, v_num=ld_2, val_loss=1.020, train_loss=0.265]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.44it/s, v_num=ld_2, val_loss=1.290, train_loss=0.265]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.13it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 68.44it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 67.12it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.11it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.50it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.15it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.67it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.39it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.42it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.22it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.00it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.67it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.85it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.68it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.86it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.90it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.75it/s, v_num=ld_2, val_loss=1.290, train_loss=0.218]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.54it/s, v_num=ld_2, val_loss=1.370, train_loss=0.218]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.23it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 68.75it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 67.36it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.31it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.58it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.56it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.06it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.91it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.54it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.22it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.93it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.61it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.37it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.87it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.66it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.79it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.61it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.71it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.55it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.66it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.52it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.06it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.93it/s, v_num=ld_2, val_loss=1.370, train_loss=0.110]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.93it/s, v_num=ld_2, val_loss=1.210, train_loss=0.110]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.61it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 67.15it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 65.91it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.63it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.95it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.31it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.84it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.71it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.47it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.16it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.54it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.28it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.69it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.47it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.43it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.24it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.19it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.03it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.31it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.17it/s, v_num=ld_2, val_loss=1.210, train_loss=0.0846]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.26it/s, v_num=ld_2, val_loss=1.610, train_loss=0.0846]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.96it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 67.63it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 66.28it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.79it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.09it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.38it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.88it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.43it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.84it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.55it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.13it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.88it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.45it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.46it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.86it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.54it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.40it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.90it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.75it/s, v_num=ld_2, val_loss=1.610, train_loss=0.094]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.57it/s, v_num=ld_2, val_loss=1.280, train_loss=0.094]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.25it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 66.79it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 65.40it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.56it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.85it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.93it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.86it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.48it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.05it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.75it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.35it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.11it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.51it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.30it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.67it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.46it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.53it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.80it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.66it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.84it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=1.280, train_loss=0.107]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.74it/s, v_num=ld_2, val_loss=1.360, train_loss=0.107]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.43it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 68.57it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 67.22it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.67it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.98it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.71it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.46it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.10it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.61it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.99it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.75it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.06it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.85it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.82it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.00it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.02it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.86it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.17it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.03it/s, v_num=ld_2, val_loss=1.360, train_loss=0.115]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.75it/s, v_num=ld_2, val_loss=1.380, train_loss=0.115]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.43it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.62it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 67.28it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.64it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.94it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.38it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.91it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.74it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.37it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.88it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.57it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.01it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.76it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.16it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.92it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.62it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.36it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.49it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.34it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.46it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.31it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.54it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=1.380, train_loss=0.133]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.51it/s, v_num=ld_2, val_loss=1.440, train_loss=0.133]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.21it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 66.74it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 65.50it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.19it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.54it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.94it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.51it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.32it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.98it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.09it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.04it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.80it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.01it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.80it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.25it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.04it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.16it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.00it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.02it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.87it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.20it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.04it/s, v_num=ld_2, val_loss=1.440, train_loss=0.103]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.26it/s, v_num=ld_2, val_loss=1.200, train_loss=0.103]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.96it/s, v_num=ld_2, val_loss=1.200, train_loss=0.232]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.55it/s, v_num=ld_2, val_loss=1.200, train_loss=0.232]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9577713012695312
      Accuracy_val          0.7469879388809204
        val_loss            1.2020443677902222
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model ConcatTabularData

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 69.69it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 68.10it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.37it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.09it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.63it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.67it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.22it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.77it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.91it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.54it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.45it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.13it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.55it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.26it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.24it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.97it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.78it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.54it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.98it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.76it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.54it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.34it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.49it/s, v_num=ld_0, val_loss=4.340]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.03it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 83.44it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 81.53it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.04it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.19it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.44it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.49it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.89it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.12it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.63it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.69it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.28it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.13it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.79it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.48it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.18it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.41it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.14it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.58it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.33it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.94it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.71it/s, v_num=ld_0, val_loss=4.340, train_loss=24.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.56it/s, v_num=ld_0, val_loss=2.260, train_loss=24.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.12it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 91.34it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 89.03it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.09it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.86it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.22it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.41it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.91it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.17it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.34it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.85it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.60it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.19it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.89it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.47it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.09it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.78it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.21it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.93it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.96it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.68it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.03it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.78it/s, v_num=ld_0, val_loss=2.260, train_loss=5.580]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.55it/s, v_num=ld_0, val_loss=2.300, train_loss=5.580]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.07it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 88.81it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 85.24it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.92it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.32it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.51it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.13it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.50it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.81it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.32it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.14it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.74it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.20it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.85it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.66it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.34it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.80it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.51it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.05it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.79it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.07it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.82it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.37it/s, v_num=ld_0, val_loss=2.300, train_loss=2.470]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.90it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 87.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 85.34it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.47it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.11it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.73it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.93it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.72it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.13it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.43it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.42it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.02it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.58it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.42it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.12it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.74it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.48it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.02it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.74it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.34it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.12it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.390]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.27it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 84.82it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.48it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.35it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.28it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.49it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.81it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.20it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.04it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.46it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.26it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.85it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.60it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.24it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.60it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.29it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.49it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.89it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.63it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.15it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.91it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.53it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.06it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 90.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 88.47it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.02it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.35it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.43it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.17it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.56it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.74it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.24it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.82it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.57it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.21it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.88it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.57it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.85it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.58it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.12it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.56it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.34it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.10it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.65it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 93.18it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 90.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.58it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.37it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.89it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.06it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.63it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.66it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.13it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.43it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.97it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.61it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.20it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.83it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.30it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.00it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.25it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.01it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 87.89it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 85.76it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.79it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.63it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.32it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.54it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.37it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.26it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.80it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.15it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.46it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.25it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.94it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.54it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.27it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.86it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.62it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.11it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.88it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.49it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 93.71it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 91.37it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.48it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.93it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.11it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.26it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.63it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.32it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.81it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.53it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.06it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.90it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.49it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.26it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.73it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.48it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.29it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.05it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.50it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 88.59it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 86.39it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.26it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.12it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.30it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.51it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.83it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.24it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.74it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.26it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.50it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.10it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.27it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.92it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.19it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.92it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.49it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.10it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.54it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.31it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.17it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.18it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.74it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 93.32it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 91.01it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.78it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.61it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.33it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.65it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.55it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.99it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.51it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.52it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.06it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.84it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.48it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.02it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.71it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.76it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.48it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.54it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.27it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.74it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.50it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.09it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.62it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 88.29it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 85.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.57it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.60it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.46it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.62it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.15it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.93it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.53it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.80it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.46it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.66it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.17it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.91it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.40it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.17it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.67it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.15it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.71it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 90.91it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 88.55it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.43it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.14it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.53it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.91it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.81it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.35it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.93it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.30it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.99it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.66it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.94it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.56it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.30it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.98it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.74it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.22it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.00it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.14it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 90.47it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 87.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.12it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.94it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.88it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.27it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.19it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.27it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.42it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.08it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.58it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.28it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.19it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.99it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.24it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 85.14it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 83.13it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.46it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.15it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.68it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.38it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.79it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.35it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.27it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.17it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.86it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.28it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.01it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.52it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.27it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.86it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.64it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.35it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.90it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 94.47it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 91.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.16it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.49it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.61it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.73it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.01it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.91it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.40it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.67it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.25it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.76it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.32it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.81it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.47it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.42it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.14it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.55it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.28it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.88it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.65it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.25it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.79it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.03it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val                   0.5
      Accuracy_val          0.12574850022792816
        val_loss             2.298309803009033
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.28it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 35.57it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 42.48it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.99it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 45.45it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 45.09it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 49.51it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 49.33it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.62it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.45it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.77it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.61it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.15it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.99it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.89it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.74it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.25it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.11it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.31it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.18it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.97it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.85it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.75it/s, v_num=ld_1, val_loss=2.540]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.48it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 91.31it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 89.02it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.64it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.45it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.62it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.68it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.23it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.62it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.80it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.31it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.36it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.95it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.71it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.36it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.02it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.68it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.08it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.81it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.20it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.95it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.32it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.09it/s, v_num=ld_1, val_loss=2.540, train_loss=22.30]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.68it/s, v_num=ld_1, val_loss=2.290, train_loss=22.30]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.23it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 93.87it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 91.51it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.70it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.29it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.12it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.20it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.54it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.85it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.60it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.07it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.93it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.49it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.02it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.65it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.17it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.85it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.37it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.08it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.58it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.32it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.94it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.68it/s, v_num=ld_1, val_loss=2.290, train_loss=4.360]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=2.300, train_loss=4.360]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 88.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 86.56it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.15it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.45it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.50it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.00it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.82it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.35it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.09it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.96it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.85it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.590]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 94.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 91.99it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.18it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.75it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.63it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.96it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.14it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.63it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.69it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.81it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.64it/s, v_num=ld_1, val_loss=2.300, train_loss=2.400]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 92.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 89.64it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.56it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.59it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.87it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.97it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.42it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.98it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.67it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.54it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.56it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.34it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.86it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 88.26it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.13it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.06it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.40it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.99it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.56it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.46it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.08it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.51it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 92.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 89.12it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.45it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.15it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.54it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.46it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.42it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.93it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 89.37it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.98it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.85it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.66it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.98it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.49it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.64it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.54it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.27it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 90.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 88.68it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.69it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.67it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.50it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.89it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.90it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.40it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.42it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.90it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.29it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.03it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.20it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 91.91it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 89.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.59it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.39it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.81it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.20it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.14it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.14it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.64it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.06it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.34it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.03it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.08it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.27it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.31it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 94.02it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 91.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.82it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.57it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.63it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.40it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.28it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.91it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.27it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.93it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.90it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.35it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 91.60it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 89.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.94it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.46it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.08it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.17it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.66it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.12it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.42it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.13it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.68it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.97it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.26it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.350]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 91.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.56it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.50it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.63it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.12it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.03it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.75it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.50it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.81it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.57it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.34it/s, v_num=ld_1, val_loss=2.270, train_loss=2.290]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.89it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 88.00it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.15it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.50it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.28it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.66it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.93it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.44it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.64it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.23it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.95it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.60it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.30it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.99it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.36it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.09it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.41it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.15it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.92it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.59it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 92.89it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 90.58it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.49it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.30it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.37it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.55it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.94it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.33it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.44it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.86it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.73it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.32it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.44it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.08it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.44it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.12it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.23it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.92it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.93it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.66it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.21it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.98it/s, v_num=ld_1, val_loss=2.270, train_loss=2.390]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.390]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.02it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 87.97it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.81it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.17it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.92it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.41it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.09it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.39it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.41it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.76it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.96it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.50it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 91.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 89.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.69it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.29it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.02it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.41it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.51it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.02it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.34it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.93it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.76it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.41it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.80it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.40it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.13it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.49it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.75it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.52it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.75it/s, v_num=ld_1, val_loss=2.170, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.27it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 87.32it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 85.19it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.34it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.48it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.70it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.89it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.28it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.45it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.96it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.93it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.52it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.07it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.70it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.84it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.52it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.93it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.65it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.85it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.59it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.90it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.67it/s, v_num=ld_1, val_loss=2.170, train_loss=2.280]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.39it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 91.93it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 89.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.18it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.00it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.40it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.60it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.87it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.27it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.87it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.46it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.28it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.93it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.11it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.92it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.66it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.44it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.14it/s, v_num=ld_1, val_loss=2.170, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.73it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 95.12it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 92.68it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.98it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.73it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.77it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.67it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.49it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.87it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.44it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.94it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.05it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.64it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.09it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.74it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.72it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.43it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.08it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.80it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.03it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.78it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.36it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.11it/s, v_num=ld_1, val_loss=2.170, train_loss=2.270]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.88it/s, v_num=ld_1, val_loss=2.270, train_loss=2.270]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.45it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 91.92it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.51it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.28it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.68it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.88it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.84it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.24it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.01it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.53it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.41it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.01it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.01it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.61it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.38it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.08it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.63it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.36it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.86it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.62it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.83it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.61it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.42it/s, v_num=ld_1, val_loss=2.260, train_loss=2.320]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.94it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 92.77it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.28it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.10it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.01it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.19it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.55it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.93it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.60it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.08it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.78it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.32it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.66it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.23it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.63it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.30it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.67it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.39it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.47it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.22it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.59it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.35it/s, v_num=ld_1, val_loss=2.260, train_loss=2.280]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.64it/s, v_num=ld_1, val_loss=2.140, train_loss=2.280]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.18it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 82.14it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.16it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.79it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.02it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.18it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.61it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.73it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.47it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.12it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.37it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.87it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.38it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.80it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.54it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.24it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.00it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.68it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.46it/s, v_num=ld_1, val_loss=2.140, train_loss=2.240]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.64it/s, v_num=ld_1, val_loss=2.260, train_loss=2.240]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.21it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 87.70it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 85.60it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.40it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.25it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.26it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.22it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.64it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.79it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.40it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.48it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.15it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.05it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.75it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.14it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.87it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.43it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.17it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.73it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.47it/s, v_num=ld_1, val_loss=2.260, train_loss=2.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.08it/s, v_num=ld_1, val_loss=2.250, train_loss=2.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.64it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 88.10it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.69it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.88it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.81it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.33it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.78it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.53it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.22it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.95it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.34it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.94it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.72it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.02it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.59it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 92.29it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.83it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.62it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.32it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.40it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.58it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.97it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.25it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.76it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.64it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.23it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.79it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.44it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.00it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.70it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.24it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.97it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.41it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.16it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.32it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.09it/s, v_num=ld_1, val_loss=2.140, train_loss=2.210]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.48it/s, v_num=ld_1, val_loss=2.070, train_loss=2.210]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.01it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 91.16it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 88.85it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.59it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.39it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.51it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.58it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.85it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.22it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.96it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.47it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.42it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.98it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.50it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.13it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.61it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.28it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.80it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.52it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.94it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.69it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.22it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.99it/s, v_num=ld_1, val_loss=2.070, train_loss=2.160]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.98it/s, v_num=ld_1, val_loss=2.160, train_loss=2.160]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.53it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 87.01it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 84.86it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.62it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.00it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.40it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.35it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.87it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.88it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.47it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.27it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.92it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.37it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.07it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.62it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.35it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.61it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.37it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.01it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.80it/s, v_num=ld_1, val_loss=2.160, train_loss=2.170]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.73it/s, v_num=ld_1, val_loss=2.040, train_loss=2.170]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.26it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 93.26it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.14it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.92it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.77it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.94it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.57it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.92it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.87it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.35it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.99it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.56it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.25it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.88it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.45it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.13it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.07it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.78it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.28it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.98it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.61it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.38it/s, v_num=ld_1, val_loss=2.040, train_loss=2.160]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.01it/s, v_num=ld_1, val_loss=2.090, train_loss=2.160]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.53it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 91.49it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 89.15it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.28it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.05it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.44it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.61it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.24it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.62it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.86it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.36it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.99it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.56it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.06it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.70it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.13it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.82it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.25it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.97it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.21it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.96it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.61it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.38it/s, v_num=ld_1, val_loss=2.090, train_loss=2.070]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.01it/s, v_num=ld_1, val_loss=2.030, train_loss=2.070]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.57it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 93.31it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.02it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.82it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.76it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.93it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.88it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.14it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.99it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.46it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.70it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.26it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.79it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.36it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.79it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.46it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.73it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.44it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.72it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.42it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.25it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.97it/s, v_num=ld_1, val_loss=2.030, train_loss=2.110]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=1.980, train_loss=2.110]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.03it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 90.47it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 88.20it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.41it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.19it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.36it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.67it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.05it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.88it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.37it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.53it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.12it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.29it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.90it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.59it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.11it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.83it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.31it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.07it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.65it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.42it/s, v_num=ld_1, val_loss=1.980, train_loss=2.030]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.02it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.57it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.16it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.00it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.43it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.63it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.07it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.48it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.69it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.22it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.63it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.23it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.70it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.35it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.50it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.20it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.68it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.40it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.73it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.47it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.02it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.79it/s, v_num=ld_1, val_loss=1.970, train_loss=2.030]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.55it/s, v_num=ld_1, val_loss=1.930, train_loss=2.030]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.10it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 91.71it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 89.36it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.04it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.24it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.99it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.38it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.48it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.98it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.88it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.44it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.83it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.47it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.01it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.69it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.76it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.48it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.02it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.77it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.96it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.73it/s, v_num=ld_1, val_loss=1.930, train_loss=2.020]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.05it/s, v_num=ld_1, val_loss=1.910, train_loss=2.020]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.55it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 85.41it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 83.45it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.58it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.48it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.82it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.05it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.43it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.56it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.09it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.70it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.23it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.87it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.22it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.91it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.50it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.22it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.26it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.00it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.33it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.98it/s, v_num=ld_1, val_loss=1.910, train_loss=2.000]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.18it/s, v_num=ld_1, val_loss=1.870, train_loss=2.000]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.76it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 89.52it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 87.35it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.82it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.66it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.55it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.73it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.95it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.33it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.17it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.68it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.47it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.00it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.45it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.10it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.73it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.41it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.98it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.69it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.19it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.94it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.23it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.00it/s, v_num=ld_1, val_loss=1.870, train_loss=1.930]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.95it/s, v_num=ld_1, val_loss=1.810, train_loss=1.930]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.50it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 92.34it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 89.86it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.48it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.28it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.27it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.45it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.02it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.41it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.40it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.90it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.82it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.40it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.64it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.29it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.61it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.31it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.31it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.04it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.47it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.19it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.62it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.40it/s, v_num=ld_1, val_loss=1.810, train_loss=1.840]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.06it/s, v_num=ld_1, val_loss=1.760, train_loss=1.840]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.62it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 88.41it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 86.28it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.92it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.66it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.84it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.31it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.70it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.96it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.46it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.21it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.78it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.98it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.56it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.36it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.62it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.33it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.56it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.29it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.28it/s, v_num=ld_1, val_loss=1.760, train_loss=1.850]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.55it/s, v_num=ld_1, val_loss=1.800, train_loss=1.850]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.11it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 89.50it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 86.67it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.85it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.05it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.00it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.87it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.38it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.00it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.58it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.11it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.58it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.28it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.87it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.01it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.75it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.43it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.20it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.61it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.40it/s, v_num=ld_1, val_loss=1.800, train_loss=1.710]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.34it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.92it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 91.61it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.80it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.63it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.27it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.45it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.68it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.04it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.99it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.48it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.36it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.88it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.64it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.28it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.78it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.47it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.87it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.59it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.73it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.48it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.03it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.80it/s, v_num=ld_1, val_loss=1.740, train_loss=1.710]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.50it/s, v_num=ld_1, val_loss=1.650, train_loss=1.710]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.05it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 91.55it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 89.18it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.88it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.64it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.40it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.58it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.89it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.28it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.45it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.96it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.81it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.39it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.03it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.68it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.12it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.81it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.32it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.02it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.13it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.88it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.13it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.90it/s, v_num=ld_1, val_loss=1.650, train_loss=1.690]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.71it/s, v_num=ld_1, val_loss=1.670, train_loss=1.690]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.25it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 94.20it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 91.47it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.26it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.05it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.36it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.54it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.96it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.35it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.83it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.32it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.05it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.61it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.03it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.66it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.96it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.63it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.87it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.57it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.99it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.73it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.05it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.82it/s, v_num=ld_1, val_loss=1.670, train_loss=1.600]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.15it/s, v_num=ld_1, val_loss=1.690, train_loss=1.600]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.59it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 87.28it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 85.15it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.32it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.55it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.52it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.92it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.27it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.78it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.78it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.37it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.05it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.69it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.07it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.76it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.41it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.14it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.70it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.45it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.09it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.86it/s, v_num=ld_1, val_loss=1.690, train_loss=1.560]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.53it/s, v_num=ld_1, val_loss=1.530, train_loss=1.560]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.08it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 92.07it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 89.82it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.65it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.31it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.25it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.45it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.95it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.35it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.48it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.00it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.78it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.35it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.91it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.54it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.22it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.91it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.07it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.80it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.09it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.81it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.81it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.55it/s, v_num=ld_1, val_loss=1.530, train_loss=1.510]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.89it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.42it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 90.79it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 88.55it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.64it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.43it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.84it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.21it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.59it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.71it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.22it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.73it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.27it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.48it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.09it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.37it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.03it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.40it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.08it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.24it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.98it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.69it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.46it/s, v_num=ld_1, val_loss=1.510, train_loss=1.390]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.39it/s, v_num=ld_1, val_loss=1.670, train_loss=1.390]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.90it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 90.29it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.27it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.07it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.27it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.91it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.30it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.43it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.94it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.50it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.08it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.57it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.21it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.79it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.47it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.91it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.64it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.19it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.95it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.13it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.91it/s, v_num=ld_1, val_loss=1.670, train_loss=1.490]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.65it/s, v_num=ld_1, val_loss=1.510, train_loss=1.490]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.21it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 92.28it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 89.91it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.10it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.85it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.66it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.81it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.55it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.92it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.96it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.39it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.67it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.26it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.06it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.71it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.08it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.77it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.18it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.89it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.31it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.06it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.39it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.12it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=1.430, train_loss=1.510]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.24it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 86.82it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.22it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.09it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.72it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.64it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.93it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.93it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.43it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.17it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.76it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.47it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.11it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.28it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.97it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.51it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.24it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.78it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.53it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.10it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.87it/s, v_num=ld_1, val_loss=1.430, train_loss=1.480]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.61it/s, v_num=ld_1, val_loss=1.540, train_loss=1.480]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.14it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 95.01it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 92.25it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.37it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.14it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.80it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.98it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.21it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.48it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.91it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.39it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.49it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.05it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.34it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.97it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.92it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.61it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.17it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.88it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.45it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.20it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.88it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.65it/s, v_num=ld_1, val_loss=1.540, train_loss=1.200]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.12it/s, v_num=ld_1, val_loss=1.490, train_loss=1.200]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.66it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 84.66it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.65it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.49it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.68it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.10it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.93it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.46it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.67it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.28it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.64it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.38it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.11it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.49it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.25it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.94it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.72it/s, v_num=ld_1, val_loss=1.490, train_loss=1.180]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.29it/s, v_num=ld_1, val_loss=1.200, train_loss=1.180]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.83it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 86.64it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 84.39it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.28it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.56it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.75it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.06it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.62it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.62it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.28it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.92it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.60it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.06it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.78it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.97it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.69it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.15it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.93it/s, v_num=ld_1, val_loss=1.200, train_loss=1.160]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.80it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.35it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.14it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.66it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.24it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.75it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.71it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.30it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.76it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.65it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.24it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.76it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.53it/s, v_num=ld_1, val_loss=1.270, train_loss=1.090]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.88it/s, v_num=ld_1, val_loss=1.210, train_loss=1.090]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.44it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 80.93it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 79.16it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.97it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.92it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.85it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.32it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.41it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.97it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.62it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.43it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.62it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.57it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.00it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.210, train_loss=1.070]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.61it/s, v_num=ld_1, val_loss=1.060, train_loss=1.070]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.17it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 85.79it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 82.51it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.50it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.36it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.45it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.16it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.38it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.37it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.95it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.60it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.71it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.94it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.67it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.54it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.30it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.98it/s, v_num=ld_1, val_loss=1.060, train_loss=0.860]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.80it/s, v_num=ld_1, val_loss=1.420, train_loss=0.860]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.36it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 91.20it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 88.91it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.18it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.00it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.79it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.00it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.43it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.84it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.00it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.50it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.22it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.81it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.39it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.98it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.69it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.39it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.91it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.86it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.62it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.30it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.08it/s, v_num=ld_1, val_loss=1.420, train_loss=0.804]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.73it/s, v_num=ld_1, val_loss=0.856, train_loss=0.804]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.29it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 89.73it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 87.18it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.79it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.57it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.84it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.45it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.95it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.56it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.12it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.69it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.05it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.74it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.25it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.99it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.50it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.22it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.64it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.42it/s, v_num=ld_1, val_loss=0.856, train_loss=0.789]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.58it/s, v_num=ld_1, val_loss=1.080, train_loss=0.789]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.15it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 90.17it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 87.94it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.97it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.80it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.98it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.19it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.82it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.21it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.36it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.88it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.03it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.56it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.37it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.03it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.66it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.36it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.65it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.35it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.85it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.61it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.18it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.96it/s, v_num=ld_1, val_loss=1.080, train_loss=0.596]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.90it/s, v_num=ld_1, val_loss=1.130, train_loss=0.596]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.46it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 89.76it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.26it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.60it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.97it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.84it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.32it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.04it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.62it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.14it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.77it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.81it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.42it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.80it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.51it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.91it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.65it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.25it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.99it/s, v_num=ld_1, val_loss=1.130, train_loss=0.688]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.02it/s, v_num=ld_1, val_loss=0.969, train_loss=0.688]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.57it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.22it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.04it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.40it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.62it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.11it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.51it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.52it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.03it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.53it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.10it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.58it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.17it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.70it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.39it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.65it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.38it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.85it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.57it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.19it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.97it/s, v_num=ld_1, val_loss=0.969, train_loss=0.685]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.86it/s, v_num=ld_1, val_loss=1.050, train_loss=0.685]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.43it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 92.09it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.79it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.58it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.13it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.30it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.01it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.37it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.02it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.49it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.03it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.59it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.06it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.68it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.03it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.70it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.07it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.74it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.77it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.52it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.04it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.80it/s, v_num=ld_1, val_loss=1.050, train_loss=0.509]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.71it/s, v_num=ld_1, val_loss=1.230, train_loss=0.509]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.25it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 85.73it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 83.48it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.29it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.10it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.51it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.70it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.30it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.07it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.58it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.44it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.03it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.51it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.33it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.02it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.73it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.89it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.66it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.00it/s, v_num=ld_1, val_loss=1.210, train_loss=0.589]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.57it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:   9%|โ–‰         | 1/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:   9%|โ–‰         | 1/11 [00:00<00:00, 87.32it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.66it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.24it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.47it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.94it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.65it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.38it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.16it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.28it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.98it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.28it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.16it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.88it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.20it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.95it/s, v_num=ld_1, val_loss=1.210, train_loss=0.603]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.06it/s, v_num=ld_1, val_loss=1.000, train_loss=0.603]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.62it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 62:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:   9%|โ–‰         | 1/11 [00:00<00:00, 85.18it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:   9%|โ–‰         | 1/11 [00:00<00:00, 83.00it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.94it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.61it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.64it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.21it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.73it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.34it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.92it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.80it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.15it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.85it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.85it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.14it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=1.000, train_loss=0.624]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.92it/s, v_num=ld_1, val_loss=1.010, train_loss=0.624]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.51it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 63:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:   9%|โ–‰         | 1/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:   9%|โ–‰         | 1/11 [00:00<00:00, 84.11it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.36it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.30it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.54it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.81it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.90it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.34it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.15it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.39it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.91it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.63it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.72it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.47it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.99it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.77it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.010, train_loss=0.557]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.21it/s, v_num=ld_1, val_loss=0.904, train_loss=0.557]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.77it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 64:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:   9%|โ–‰         | 1/11 [00:00<00:00, 82.11it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:   9%|โ–‰         | 1/11 [00:00<00:00, 80.09it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.80it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.58it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.87it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.18it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.59it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.04it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.74it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.28it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.67it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.28it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.54it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.21it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.45it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.16it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.13it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.16it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.93it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.24it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=0.904, train_loss=0.462]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.86it/s, v_num=ld_1, val_loss=1.270, train_loss=0.462]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.48it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 65:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:   9%|โ–‰         | 1/11 [00:00<00:00, 80.44it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:   9%|โ–‰         | 1/11 [00:00<00:00, 78.61it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.76it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.79it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.66it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.66it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.22it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.25it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.86it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.57it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.24it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.97it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.70it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.91it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.50it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.28it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.75it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.55it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.61it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.42it/s, v_num=ld_1, val_loss=1.270, train_loss=0.425]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.79it/s, v_num=ld_1, val_loss=1.010, train_loss=0.425]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.42it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 66:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:   9%|โ–‰         | 1/11 [00:00<00:00, 73.83it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:   9%|โ–‰         | 1/11 [00:00<00:00, 71.50it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.22it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.31it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.84it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.15it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.07it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.60it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.30it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.90it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.31it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.98it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.80it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.52it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.01it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.76it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.36it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.12it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.40it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.20it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.46it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.29it/s, v_num=ld_1, val_loss=1.010, train_loss=0.457]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.68it/s, v_num=ld_1, val_loss=1.110, train_loss=0.457]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.36it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 67:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:   9%|โ–‰         | 1/11 [00:00<00:00, 75.83it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:   9%|โ–‰         | 1/11 [00:00<00:00, 73.88it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.36it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.49it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.03it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.44it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.40it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.96it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.60it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.25it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.14it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.85it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.52it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.23it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.34it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.12it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.63it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.44it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.74it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.55it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.65it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.48it/s, v_num=ld_1, val_loss=1.110, train_loss=0.342]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.42it/s, v_num=ld_1, val_loss=1.250, train_loss=0.342]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.07it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 68:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:   9%|โ–‰         | 1/11 [00:00<00:00, 73.57it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:   9%|โ–‰         | 1/11 [00:00<00:00, 71.73it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.64it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.76it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.02it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.39it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.65it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.21it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.19it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.84it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.23it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.92it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.48it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.19it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.69it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.43it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.59it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.40it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.68it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.49it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.93it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.75it/s, v_num=ld_1, val_loss=1.250, train_loss=0.394]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.38it/s, v_num=ld_1, val_loss=1.020, train_loss=0.394]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.07it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 69:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:   9%|โ–‰         | 1/11 [00:00<00:00, 74.43it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:   9%|โ–‰         | 1/11 [00:00<00:00, 72.88it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.61it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.75it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.15it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.55it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.38it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.93it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.66it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.31it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.95it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.66it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.08it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.84it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.96it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.68it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.59it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.39it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.24it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.05it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.30it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.13it/s, v_num=ld_1, val_loss=1.020, train_loss=0.374]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.49it/s, v_num=ld_1, val_loss=0.885, train_loss=0.374]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.12it/s, v_num=ld_1, val_loss=0.885, train_loss=0.473]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.57it/s, v_num=ld_1, val_loss=0.885, train_loss=0.473]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9618074297904968
      Accuracy_val           0.772455096244812
        val_loss            0.8852792382240295
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 35.14it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 34.35it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.14it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 40.67it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 44.07it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.69it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.86it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.69it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.02it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.85it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.15it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.99it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.38it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.23it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.09it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.94it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.35it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.20it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.01it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.87it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.67it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.54it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.67it/s, v_num=ld_2, val_loss=2.290]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.40it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 89.43it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.68it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.87it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.38it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.17it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.62it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.30it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.31it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.08it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.77it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.55it/s, v_num=ld_2, val_loss=2.290, train_loss=14.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.79it/s, v_num=ld_2, val_loss=2.310, train_loss=14.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.38it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 85.80it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 83.47it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.27it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.51it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.20it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.01it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.51it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.09it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.95it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.58it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.34it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.99it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.33it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.54it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.28it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.71it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.47it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=2.310, train_loss=2.620]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 83.66it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 81.48it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.44it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.03it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.30it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.20it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.64it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.28it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.07it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.43it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.15it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.73it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.47it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.79it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.52it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.78it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 90.20it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.65it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.44it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.19it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.34it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.30it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.55it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.10it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.31it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.89it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.92it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.20it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.02it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.04it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.80it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.55it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.33it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.58it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 84.61it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 82.64it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.29it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.19it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.30it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.80it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.33it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.92it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.06it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.13it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.56it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.75it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.09it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.86it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.36it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.90it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.76it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.13it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.12it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.13it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.38it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.03it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.84it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.52it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.72it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.44it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.00it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.76it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.16it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.93it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.19it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.74it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 90.01it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.51it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.37it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.93it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.07it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.45it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.03it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.55it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.79it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.36it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.39it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.00it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.58it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.26it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.71it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.40it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.79it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.54it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.22it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.99it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.37it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.93it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 89.47it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.60it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.37it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.03it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.94it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.30it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.87it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.00it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.86it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.21it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.98it/s, v_num=ld_2, val_loss=2.310, train_loss=2.290]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.68it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.20it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 85.26it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.51it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.21it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.80it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.18it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.81it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.30it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.97it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.59it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.34it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.98it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.11it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.80it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.31it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.03it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.29it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.03it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.54it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.30it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.59it/s, v_num=ld_2, val_loss=2.310, train_loss=2.280]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.18it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 85.47it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 83.25it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.30it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.92it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.40it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.90it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.25it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.87it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.77it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.70it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.01it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.77it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.39it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.95it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 85.83it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.55it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.32it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.93it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.10it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.90it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.28it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.11it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.74it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.66it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.66it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 80.86it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.62it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.30it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.47it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.10it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.48it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.66it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.17it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.85it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.42it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.92it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.56it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.13it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.10it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.85it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.57it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.76it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.35it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 86.72it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 84.44it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.97it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.28it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.72it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.64it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.37it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.13it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.69it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 84.53it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.48it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.07it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.09it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.09it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.00it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.69it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.39it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.18it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.56it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.12it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 84.12it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 82.05it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.29it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.72it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.41it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.88it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.13it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.71it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.54it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.19it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.53it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.18it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.80it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.52it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.05it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.80it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.44it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.20it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.54it/s, v_num=ld_2, val_loss=2.270, train_loss=2.280]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.10it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 90.52it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.70it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.04it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.43it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.83it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.35it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.37it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.97it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.88it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.49it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.10it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.79it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.96it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.68it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.05it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.78it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.35it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.11it/s, v_num=ld_2, val_loss=2.270, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.03it/s, v_num=ld_2, val_loss=2.290, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.56it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 83.28it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.04it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.95it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.05it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.46it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.76it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.25it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.99it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.58it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.41it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.05it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.66it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.34it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.91it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.65it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.40it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.17it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.90it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.30it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.85it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.36it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.62it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.85it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.68it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.08it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.66it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.19it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.78it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.37it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.54it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.05it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.00it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.69it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.64it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.35it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.29it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.03it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.10it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.05it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.61it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 83.94it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 81.86it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.84it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.67it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.98it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.85it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.73it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.30it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.65it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.98it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.23it/s, v_num=ld_2, val_loss=2.190, train_loss=2.270]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.75it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 76.47it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.48it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.33it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.23it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.42it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.18it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.55it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.54it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.19it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.78it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.47it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.86it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.51it/s, v_num=ld_2, val_loss=2.240, train_loss=2.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.06it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 86.69it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 84.42it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.00it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.87it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.01it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.54it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.11it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.17it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.78it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.29it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.41it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.19it/s, v_num=ld_2, val_loss=2.240, train_loss=2.190]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.02it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.57it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 85.85it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 83.60it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.84it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.10it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.35it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.88it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.72it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.14it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.80it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.69it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.38it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.07it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.80it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.25it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.99it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.54it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.32it/s, v_num=ld_2, val_loss=2.170, train_loss=2.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.64it/s, v_num=ld_2, val_loss=2.250, train_loss=2.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.21it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 85.82it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.48it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.18it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.68it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.03it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.35it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.94it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.36it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.06it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.44it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.16it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.70it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.45it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.83it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.61it/s, v_num=ld_2, val_loss=2.250, train_loss=2.180]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=2.240, train_loss=2.180]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.74it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 86.94it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.40it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.06it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.22it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.19it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.55it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.42it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.90it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.41it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.92it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.26it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.90it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.58it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.12it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.84it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.41it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.14it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.72it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.49it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.73it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.25it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 86.84it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 84.71it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.23it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.29it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.53it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.92it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.30it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.23it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.73it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.76it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.35it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.71it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.35it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.63it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.31it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.68it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.36it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.28it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.00it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.00it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.74it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.93it/s, v_num=ld_2, val_loss=2.300, train_loss=2.220]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 82.97it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.18it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.05it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.13it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.28it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.15it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.59it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.08it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.60it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.83it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.67it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.33it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.62it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.00it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.73it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.19it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.91it/s, v_num=ld_2, val_loss=2.300, train_loss=2.260]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.46it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 86.06it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.89it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.68it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.01it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.20it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.45it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.98it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.17it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.77it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.82it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.48it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.28it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.97it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.61it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.34it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.48it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.32it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.10it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.35it/s, v_num=ld_2, val_loss=2.280, train_loss=2.290]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.91it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 90.82it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.24it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.05it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.24it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.34it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.10it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.47it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.94it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.44it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.09it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.68it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.27it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.91it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.36it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.03it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.39it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.11it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.51it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.25it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.47it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.21it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.32it/s, v_num=ld_2, val_loss=2.240, train_loss=2.260]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.88it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 90.23it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.34it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.13it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.15it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.34it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.77it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.15it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.81it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.30it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.21it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.77it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.34it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.97it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.54it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.23it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.80it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.52it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.01it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.76it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.39it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.17it/s, v_num=ld_2, val_loss=2.240, train_loss=2.220]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.10it/s, v_num=ld_2, val_loss=2.170, train_loss=2.220]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.65it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 86.42it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.98it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.83it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.09it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.30it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.68it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.06it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.78it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.26it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.34it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.87it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.48it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.91it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.24it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.90it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.03it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.82it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.56it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.73it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 84.86it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.51it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.28it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.81it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.28it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.18it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.09it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.70it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.85it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.51it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.45it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.16it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.81it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.55it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.24it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.00it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.92it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.71it/s, v_num=ld_2, val_loss=2.140, train_loss=2.130]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.30it/s, v_num=ld_2, val_loss=2.190, train_loss=2.130]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 93.14it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 90.86it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.30it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.11it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.11it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.16it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.76it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.15it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.06it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.57it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.42it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.01it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.26it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.91it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.87it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.56it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.33it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.07it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.74it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.47it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.35it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.12it/s, v_num=ld_2, val_loss=2.190, train_loss=2.170]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.72it/s, v_num=ld_2, val_loss=2.140, train_loss=2.170]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.28it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 90.46it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 88.18it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.98it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.81it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.40it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.59it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.01it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.94it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.40it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.77it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.32it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.72it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.16it/s, v_num=ld_2, val_loss=2.140, train_loss=2.190]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.37it/s, v_num=ld_2, val_loss=2.170, train_loss=2.190]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 86.43it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.17it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.01it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.38it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.33it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.75it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.05it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.50it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.60it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.19it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.77it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.42it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.94it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.62it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.07it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.78it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.13it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.87it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.19it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.95it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=2.120, train_loss=2.140]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.11it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 85.92it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 83.76it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.61it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.25it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.63it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.00it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.70it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.69it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.46it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.42it/s, v_num=ld_2, val_loss=2.170, train_loss=2.150]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 90.06it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.97it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.92it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.04it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.24it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.22it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.89it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.58it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.29it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.58it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.33it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.01it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.78it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.50it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.30it/s, v_num=ld_2, val_loss=2.170, train_loss=2.140]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.73it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.31it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 93.08it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 90.57it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.01it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.79it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.27it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.60it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.99it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.47it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.98it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.57it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.57it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.22it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.61it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.29it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.25it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.96it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.74it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.47it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.15it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.92it/s, v_num=ld_2, val_loss=2.140, train_loss=2.140]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.44it/s, v_num=ld_2, val_loss=2.110, train_loss=2.140]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 89.68it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.18it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.98it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.65it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.39it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.78it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.08it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.60it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.65it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.21it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.89it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.53it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.13it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.82it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.33it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.04it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.52it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.28it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.65it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.42it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.39it/s, v_num=ld_2, val_loss=2.160, train_loss=2.130]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.95it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 94.12it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 91.81it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.65it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.45it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.38it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.45it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.60it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.98it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.58it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.05it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.26it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.77it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.29it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.86it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.13it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.81it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.25it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.92it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.21it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.95it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.39it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.15it/s, v_num=ld_2, val_loss=2.160, train_loss=2.120]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.75it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.30it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.96it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.76it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.83it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.03it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.49it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.86it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.61it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.84it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.93it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.00it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.39it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.16it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.10it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.90it/s, v_num=ld_2, val_loss=2.110, train_loss=2.120]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.40it/s, v_num=ld_2, val_loss=2.180, train_loss=2.120]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 91.49it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 89.24it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.55it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.41it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.17it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.38it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.85it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.26it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.39it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.90it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.79it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.38it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.89it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.55it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.25it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.95it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.23it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.96it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.50it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.22it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.83it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.60it/s, v_num=ld_2, val_loss=2.180, train_loss=2.130]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=2.110, train_loss=2.130]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 94.02it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 91.68it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.01it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.81it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.44it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.63it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.18it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.57it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.44it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.95it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.54it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.13it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.69it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.34it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.86it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.55it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.96it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.68it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.71it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.45it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.99it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.77it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.27it/s, v_num=ld_2, val_loss=2.170, train_loss=2.160]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.82it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 94.87it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 92.51it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.72it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.51it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.24it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.41it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.05it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.41it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.10it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.58it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.11it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.67it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.00it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.63it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.98it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.65it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.06it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.79it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.20it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.95it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.14it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.91it/s, v_num=ld_2, val_loss=2.170, train_loss=2.130]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.42it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.96it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.09it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.86it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.98it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.17it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.25it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.63it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.52it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.02it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.06it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.62it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.30it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.93it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.33it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.01it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.41it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.13it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.47it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.21it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.73it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.50it/s, v_num=ld_2, val_loss=2.120, train_loss=2.160]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.55it/s, v_num=ld_2, val_loss=2.110, train_loss=2.160]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.06it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 87.06it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 84.89it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.89it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.04it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.24it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.95it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.35it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.41it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.88it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.64it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.23it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.55it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.19it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.89it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.58it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.07it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.81it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.39it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.15it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.02it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.77it/s, v_num=ld_2, val_loss=2.110, train_loss=2.110]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.83it/s, v_num=ld_2, val_loss=2.120, train_loss=2.110]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.40it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 93.89it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 91.58it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.76it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.56it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.63it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.81it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.97it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.34it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.72it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.19it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.67it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.24it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.64it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.27it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.73it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.38it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.36it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.07it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.30it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.04it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.49it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.23it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.93it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.48it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 85.23it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.64it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.53it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.32it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.34it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.96it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.66it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.33it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.86it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.57it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.25it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.98it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.27it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.66it/s, v_num=ld_2, val_loss=2.120, train_loss=2.130]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.90it/s, v_num=ld_2, val_loss=2.100, train_loss=2.130]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 89.51it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 87.38it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.28it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.16it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.96it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.19it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.93it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.32it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.98it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.50it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.51it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.11it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.64it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.27it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.81it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.50it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.65it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.36it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.66it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.38it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.54it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.30it/s, v_num=ld_2, val_loss=2.100, train_loss=2.090]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.73it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 91.91it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 89.60it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.23it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.98it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.84it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.02it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.16it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.54it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.55it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.05it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.45it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.99it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.61it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.25it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.87it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.56it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.76it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.45it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.67it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.42it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.69it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.46it/s, v_num=ld_2, val_loss=2.120, train_loss=2.090]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=2.080, train_loss=2.090]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.59it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 84.33it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.07it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.97it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.92it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.42it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.83it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.04it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.57it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.57it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.17it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.97it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.62it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.68it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.38it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.97it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.69it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.60it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.34it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.96it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.72it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.41it/s, v_num=ld_2, val_loss=2.100, train_loss=2.080]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 82.05it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 80.26it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.28it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.94it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.61it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.26it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.64it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.20it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.92it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=2.100, train_loss=2.070]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.11it/s, v_num=ld_2, val_loss=2.110, train_loss=2.070]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.69it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 83.04it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 80.70it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.83it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.76it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.56it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.82it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.20it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.63it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.76it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.89it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.49it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.20it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.91it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.47it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.24it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.10it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.89it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.41it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.97it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 89.69it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.70it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.51it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.25it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.44it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.80it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.18it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.05it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.52it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.80it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.36it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.86it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.48it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.06it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.74it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.17it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.88it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.35it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.10it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.09it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.86it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=2.080, train_loss=2.110]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.58it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 90.80it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 88.48it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.98it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.05it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.15it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.40it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.78it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.77it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.27it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.46it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.04it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.86it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.50it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.99it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.68it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.07it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.80it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.34it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.09it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.70it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.47it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.14it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.58it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 89.05it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.65it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.51it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.97it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.19it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.92it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.24it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.92it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.44it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.09it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.69it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.23it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.88it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.95it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.62it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.71it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.42it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.77it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.47it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.08it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.84it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.50it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 89.75it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.29it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.91it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.14it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.69it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.10it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.95it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.45it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.16it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.75it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.26it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.90it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.47it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.16it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.39it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.10it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.61it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.37it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.05it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.83it/s, v_num=ld_2, val_loss=2.070, train_loss=2.090]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.86it/s, v_num=ld_2, val_loss=2.110, train_loss=2.090]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.42it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 91.29it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 89.05it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.65it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.48it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.55it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.77it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.39it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.80it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.94it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.45it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.10it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.70it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.45it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.10it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.71it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.41it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.96it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.68it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.61it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.36it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.03it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.80it/s, v_num=ld_2, val_loss=2.110, train_loss=2.080]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.35it/s, v_num=ld_2, val_loss=2.060, train_loss=2.080]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.89it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.43it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.88it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.07it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.07it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.37it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.70it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.20it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.61it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.18it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.40it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.91it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.56it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.98it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.68it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.92it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.66it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.76it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.52it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.94it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.46it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 86.30it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.61it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.28it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.33it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.51it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.61it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.11it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.24it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.77it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.51it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.15it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.74it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.43it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.02it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.74it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.27it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.03it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.71it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.49it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.26it/s, v_num=ld_2, val_loss=2.060, train_loss=2.090]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.82it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 83.03it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 80.92it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.77it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.57it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.22it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.21it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.34it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.98it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.27it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.52it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.53it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.27it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.49it/s, v_num=ld_2, val_loss=2.060, train_loss=2.060]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.13it/s, v_num=ld_2, val_loss=2.070, train_loss=2.060]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.67it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.96it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.17it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.86it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.25it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.64it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.99it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.72it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.90it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=2.070, train_loss=2.080]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=2.080, train_loss=2.080]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.42it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:   9%|โ–‰         | 1/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:   9%|โ–‰         | 1/11 [00:00<00:00, 84.72it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.18it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.37it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.02it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.64it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.17it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.29it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.88it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.55it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.99it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.61it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.33it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.18it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=2.080, train_loss=2.070]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.22it/s, v_num=ld_2, val_loss=2.050, train_loss=2.070]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.81it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 62:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:   9%|โ–‰         | 1/11 [00:00<00:00, 86.49it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:   9%|โ–‰         | 1/11 [00:00<00:00, 84.17it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.68it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.38it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.01it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.20it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.01it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.92it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=2.050, train_loss=2.060]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.32it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.91it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 63:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:   9%|โ–‰         | 1/11 [00:00<00:00, 84.67it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:   9%|โ–‰         | 1/11 [00:00<00:00, 81.75it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.26it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.54it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.42it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.58it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.85it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.46it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.48it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.94it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.38it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=2.040, train_loss=2.060]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.25it/s, v_num=ld_2, val_loss=2.120, train_loss=2.060]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.86it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 64:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:   9%|โ–‰         | 1/11 [00:00<00:00, 78.63it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:   9%|โ–‰         | 1/11 [00:00<00:00, 76.76it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.87it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.44it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.71it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.50it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.98it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.34it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.92it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.87it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.41it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.06it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.70it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.82it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.55it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.57it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.33it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.52it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.30it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.44it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.25it/s, v_num=ld_2, val_loss=2.120, train_loss=1.970]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.41it/s, v_num=ld_2, val_loss=2.100, train_loss=1.970]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.02it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 65:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:   9%|โ–‰         | 1/11 [00:00<00:00, 78.74it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:   9%|โ–‰         | 1/11 [00:00<00:00, 77.02it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.37it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.46it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.70it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.04it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.29it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.78it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.38it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.01it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.71it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.65it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.56it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.31it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.41it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.47it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.24it/s, v_num=ld_2, val_loss=2.100, train_loss=2.120]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.93it/s, v_num=ld_2, val_loss=2.080, train_loss=2.120]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.56it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 66:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:   9%|โ–‰         | 1/11 [00:00<00:00, 76.83it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:   9%|โ–‰         | 1/11 [00:00<00:00, 74.99it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.42it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.44it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.64it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.59it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.18it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.72it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.37it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.56it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.26it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.26it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.20it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.97it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.07it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.87it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.33it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.15it/s, v_num=ld_2, val_loss=2.080, train_loss=2.060]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.44it/s, v_num=ld_2, val_loss=2.120, train_loss=2.060]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.10it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 67:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:   9%|โ–‰         | 1/11 [00:00<00:00, 74.76it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:   9%|โ–‰         | 1/11 [00:00<00:00, 73.03it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.48it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.57it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.87it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.22it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.02it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.54it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.78it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.41it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.23it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.93it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.33it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.04it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.79it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.55it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.90it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.69it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.10it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.92it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=2.120, train_loss=2.070]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.62it/s, v_num=ld_2, val_loss=2.060, train_loss=2.070]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.30it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 68:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:   9%|โ–‰         | 1/11 [00:00<00:00, 76.83it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:   9%|โ–‰         | 1/11 [00:00<00:00, 75.18it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.51it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.65it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.32it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.42it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.65it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.77it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.03it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.78it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.04it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.45it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.26it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.57it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.40it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.53it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.59it/s, v_num=ld_2, val_loss=2.060, train_loss=2.050]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.25it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 69:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:   9%|โ–‰         | 1/11 [00:00<00:00, 74.07it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:   9%|โ–‰         | 1/11 [00:00<00:00, 72.41it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.31it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.48it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.15it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.48it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.57it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.13it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.68it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.33it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.66it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.37it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.65it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.37it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.52it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.30it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.60it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.41it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.68it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.50it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.87it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.71it/s, v_num=ld_2, val_loss=2.060, train_loss=2.040]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=2.090, train_loss=2.040]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.98it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 70:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:   9%|โ–‰         | 1/11 [00:00<00:00, 75.29it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:   9%|โ–‰         | 1/11 [00:00<00:00, 73.66it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.34it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.52it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.08it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.53it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.63it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.22it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.09it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.77it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.38it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.11it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.55it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.32it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.73it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.50it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.59it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.63it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.45it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.54it/s, v_num=ld_2, val_loss=2.090, train_loss=2.080]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=2.030, train_loss=2.080]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.74it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 71:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:   9%|โ–‰         | 1/11 [00:00<00:00, 73.62it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:   9%|โ–‰         | 1/11 [00:00<00:00, 72.14it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.59it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.79it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.03it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.43it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.34it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.93it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.22it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.88it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.02it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.72it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.80it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.57it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.68it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.47it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.87it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.69it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.74it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.58it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.81it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.66it/s, v_num=ld_2, val_loss=2.030, train_loss=2.050]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.72it/s, v_num=ld_2, val_loss=2.210, train_loss=2.050]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.44it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 72:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:   9%|โ–‰         | 1/11 [00:00<00:00, 74.15it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:   9%|โ–‰         | 1/11 [00:00<00:00, 72.65it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.73it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.95it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.95it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.30it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.62it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.21it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.82it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.48it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.78it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.51it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.97it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.74it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.98it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.76it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.87it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.68it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.90it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.73it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.84it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.68it/s, v_num=ld_2, val_loss=2.210, train_loss=2.090]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.58it/s, v_num=ld_2, val_loss=2.040, train_loss=2.090]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.17it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 73:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:   9%|โ–‰         | 1/11 [00:00<00:00, 69.76it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:   9%|โ–‰         | 1/11 [00:00<00:00, 68.38it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.98it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.27it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.13it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.60it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.69it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.31it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.14it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.83it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.99it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.73it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.12it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.80it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.19it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.33it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.43it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.28it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.60it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.47it/s, v_num=ld_2, val_loss=2.040, train_loss=2.110]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.15it/s, v_num=ld_2, val_loss=2.050, train_loss=2.110]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.88it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 74:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:   9%|โ–‰         | 1/11 [00:00<00:00, 71.48it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:   9%|โ–‰         | 1/11 [00:00<00:00, 70.03it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.04it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.04it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.49it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.66it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.25it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.85it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.53it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.99it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.72it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.16it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.93it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.97it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.77it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.10it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.92it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.18it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.01it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.42it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.27it/s, v_num=ld_2, val_loss=2.050, train_loss=2.030]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.41it/s, v_num=ld_2, val_loss=2.080, train_loss=2.030]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.12it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 75:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:   9%|โ–‰         | 1/11 [00:00<00:00, 71.20it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:   9%|โ–‰         | 1/11 [00:00<00:00, 69.22it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.47it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.71it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.57it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.00it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.62it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.29it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.99it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.57it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.31it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.98it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.76it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.17it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.97it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.16it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.65it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.50it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.98it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.84it/s, v_num=ld_2, val_loss=2.080, train_loss=2.020]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.04it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.74it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 76:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:   9%|โ–‰         | 1/11 [00:00<00:00, 66.53it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:   9%|โ–‰         | 1/11 [00:00<00:00, 65.20it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.90it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.19it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.87it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.81it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.46it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.53it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.23it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.06it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.48it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.27it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.55it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.78it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.60it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.48it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.30it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.60it/s, v_num=ld_2, val_loss=2.050, train_loss=2.020]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.13it/s, v_num=ld_2, val_loss=2.030, train_loss=2.020]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.82it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 77:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:   9%|โ–‰         | 1/11 [00:00<00:00, 72.12it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:   9%|โ–‰         | 1/11 [00:00<00:00, 70.64it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.43it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.69it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.87it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.37it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.66it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.28it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.91it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.61it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.36it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.11it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.68it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.42it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.77it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.56it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.71it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.49it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.65it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.48it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.68it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.53it/s, v_num=ld_2, val_loss=2.030, train_loss=2.010]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.71it/s, v_num=ld_2, val_loss=2.010, train_loss=2.010]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.42it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 78:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:   9%|โ–‰         | 1/11 [00:00<00:00, 71.82it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:   9%|โ–‰         | 1/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.82it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.03it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.99it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.45it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.41it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.01it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.67it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.34it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.47it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.19it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.50it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.27it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.69it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.47it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.86it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.68it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.00it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.83it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.18it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.03it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.19it/s, v_num=ld_2, val_loss=2.040, train_loss=1.960]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.90it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 79:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:   9%|โ–‰         | 1/11 [00:00<00:00, 71.41it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:   9%|โ–‰         | 1/11 [00:00<00:00, 70.05it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.10it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.36it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.86it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.35it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.44it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.05it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.84it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.53it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.84it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.58it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.79it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.56it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.68it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.48it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.90it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.72it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.01it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.78it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.14it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.99it/s, v_num=ld_2, val_loss=2.040, train_loss=2.080]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.88it/s, v_num=ld_2, val_loss=2.010, train_loss=2.080]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.58it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 80:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:   9%|โ–‰         | 1/11 [00:00<00:00, 76.71it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:   9%|โ–‰         | 1/11 [00:00<00:00, 75.15it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.32it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.53it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.88it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.34it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.18it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.77it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.34it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.96it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.43it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.16it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.66it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.43it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.78it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.56it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.67it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.61it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.44it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.86it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.70it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=2.010, train_loss=2.030]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.76it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 81:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:   9%|โ–‰         | 1/11 [00:00<00:00, 77.55it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:   9%|โ–‰         | 1/11 [00:00<00:00, 75.97it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.74it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.19it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.63it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.15it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.67it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.32it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.90it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.61it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.02it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.76it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.17it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.96it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.40it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.21it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.37it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.20it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.74it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.58it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.68it/s, v_num=ld_2, val_loss=2.020, train_loss=1.970]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.36it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 82:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:   9%|โ–‰         | 1/11 [00:00<00:00, 79.87it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:   9%|โ–‰         | 1/11 [00:00<00:00, 78.18it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.52it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.66it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.88it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.29it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.59it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.85it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.06it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.76it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.24it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.98it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.38it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.15it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.51it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.31it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.44it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.25it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.31it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.14it/s, v_num=ld_2, val_loss=2.020, train_loss=1.990]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.86it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.49it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 83:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:   9%|โ–‰         | 1/11 [00:00<00:00, 78.99it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:   9%|โ–‰         | 1/11 [00:00<00:00, 77.29it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.15it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.28it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.30it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.72it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.63it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.18it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.73it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.35it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.26it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.93it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.44it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.18it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.64it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.41it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.80it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.61it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.80it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.62it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.89it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.73it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.31it/s, v_num=ld_2, val_loss=2.040, train_loss=1.990]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 84:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:   9%|โ–‰         | 1/11 [00:00<00:00, 75.86it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:   9%|โ–‰         | 1/11 [00:00<00:00, 74.28it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.31it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.54it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.97it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.28it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.84it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.52it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.17it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.83it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.49it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.07it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.78it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.96it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.73it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.04it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.84it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.10it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.92it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.40it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.24it/s, v_num=ld_2, val_loss=2.040, train_loss=1.940]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.07it/s, v_num=ld_2, val_loss=2.000, train_loss=1.940]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.73it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 85:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:   9%|โ–‰         | 1/11 [00:00<00:00, 81.54it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:   9%|โ–‰         | 1/11 [00:00<00:00, 79.78it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.16it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.27it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.15it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.57it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.05it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.61it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.03it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.06it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.76it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.39it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.14it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.30it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.05it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.15it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.95it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.17it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.00it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.46it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.30it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.08it/s, v_num=ld_2, val_loss=2.010, train_loss=1.970]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 86:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:   9%|โ–‰         | 1/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:   9%|โ–‰         | 1/11 [00:00<00:00, 77.97it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.23it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.36it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.26it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.68it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.72it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.28it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.10it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.75it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.29it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.99it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.28it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.02it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.20it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.97it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.37it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.31it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.10it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.61it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.44it/s, v_num=ld_2, val_loss=2.010, train_loss=1.940]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.20it/s, v_num=ld_2, val_loss=1.990, train_loss=1.940]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.86it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 87:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:   9%|โ–‰         | 1/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:   9%|โ–‰         | 1/11 [00:00<00:00, 78.91it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.68it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.71it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.58it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.00it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.53it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.09it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.47it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.12it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.89it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.60it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.77it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.51it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.74it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.52it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.70it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.50it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.63it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.51it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.32it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.25it/s, v_num=ld_2, val_loss=1.990, train_loss=1.970]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.92it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 88:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:   9%|โ–‰         | 1/11 [00:00<00:00, 79.24it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:   9%|โ–‰         | 1/11 [00:00<00:00, 77.55it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.82it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.30it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.71it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.52it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.06it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.38it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.00it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.52it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.21it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.90it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.52it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.97it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.75it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.86it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.75it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.14it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.98it/s, v_num=ld_2, val_loss=1.990, train_loss=1.920]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.97it/s, v_num=ld_2, val_loss=1.980, train_loss=1.920]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.63it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 89:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:   9%|โ–‰         | 1/11 [00:00<00:00, 76.17it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:   9%|โ–‰         | 1/11 [00:00<00:00, 74.60it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.64it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.08it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.17it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.08it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.47it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.15it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.39it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.13it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.12it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.07it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.15it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.98it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.55it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.39it/s, v_num=ld_2, val_loss=1.980, train_loss=1.980]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.46it/s, v_num=ld_2, val_loss=2.000, train_loss=1.980]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.12it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 90:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:   9%|โ–‰         | 1/11 [00:00<00:00, 79.83it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:   9%|โ–‰         | 1/11 [00:00<00:00, 78.11it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.01it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.35it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.75it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.81it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.35it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.93it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.56it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.93it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.59it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.90it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.62it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.87it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.63it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.75it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.54it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.90it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.69it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.14it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.93it/s, v_num=ld_2, val_loss=2.000, train_loss=1.990]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=2.010, train_loss=1.990]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.45it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 91:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:   9%|โ–‰         | 1/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:   9%|โ–‰         | 1/11 [00:00<00:00, 75.31it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.37it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.50it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.88it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.29it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.85it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.26it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.24it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.84it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.99it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.97it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.78it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.26it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=2.010, train_loss=1.960]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.33it/s, v_num=ld_2, val_loss=2.030, train_loss=1.960]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.00it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 92:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:   9%|โ–‰         | 1/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:   9%|โ–‰         | 1/11 [00:00<00:00, 76.34it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.51it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.67it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.19it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.14it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.62it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.82it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.44it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.40it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.58it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.31it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.88it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.65it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.14it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.42it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=2.030, train_loss=1.970]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.22it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 93:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:   9%|โ–‰         | 1/11 [00:00<00:00, 79.91it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:   9%|โ–‰         | 1/11 [00:00<00:00, 78.16it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.12it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.21it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.63it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.07it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.56it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.79it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.40it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.98it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.65it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.59it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.89it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.65it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.99it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.78it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.08it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.89it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.25it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.06it/s, v_num=ld_2, val_loss=2.070, train_loss=1.970]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.000, train_loss=1.970]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.73it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 94:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:   9%|โ–‰         | 1/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:   9%|โ–‰         | 1/11 [00:00<00:00, 74.19it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.52it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.65it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.31it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.71it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.67it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.18it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.56it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.16it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.54it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.18it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.39it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.16it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.48it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.40it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.87it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.70it/s, v_num=ld_2, val_loss=2.000, train_loss=2.020]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.82it/s, v_num=ld_2, val_loss=2.040, train_loss=2.020]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 95:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:   9%|โ–‰         | 1/11 [00:00<00:00, 78.36it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:   9%|โ–‰         | 1/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.43it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.70it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.10it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.45it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.91it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.51it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.23it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.51it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.23it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.65it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.41it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.53it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.32it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.68it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.49it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.93it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.75it/s, v_num=ld_2, val_loss=2.040, train_loss=1.900]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.85it/s, v_num=ld_2, val_loss=2.000, train_loss=1.900]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.51it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 96:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:   9%|โ–‰         | 1/11 [00:00<00:00, 78.43it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:   9%|โ–‰         | 1/11 [00:00<00:00, 76.68it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.20it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.21it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.96it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.90it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.50it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.43it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.86it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.61it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.60it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.07it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.89it/s, v_num=ld_2, val_loss=2.000, train_loss=1.930]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.14it/s, v_num=ld_2, val_loss=2.010, train_loss=1.930]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.81it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 97:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:   9%|โ–‰         | 1/11 [00:00<00:00, 77.51it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:   9%|โ–‰         | 1/11 [00:00<00:00, 75.85it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.78it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.88it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.08it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.48it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.29it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.81it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.85it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.46it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.63it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.31it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.55it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.28it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.61it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.37it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.76it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.55it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.72it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.53it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.48it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=2.010, train_loss=1.950]
Epoch 98: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.31it/s, v_num=ld_2, val_loss=1.980, train_loss=1.950]
Epoch 98: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.98it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 98:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:   9%|โ–‰         | 1/11 [00:00<00:00, 76.92it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:   9%|โ–‰         | 1/11 [00:00<00:00, 75.29it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.65it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.37it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.60it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.55it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.93it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.59it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.93it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.69it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.05it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.85it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.37it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.20it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.89it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=1.980, train_loss=1.940]
Epoch 99: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.85it/s, v_num=ld_2, val_loss=2.030, train_loss=1.940]
Epoch 99: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.54it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 99:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:   9%|โ–‰         | 1/11 [00:00<00:00, 73.87it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:   9%|โ–‰         | 1/11 [00:00<00:00, 72.25it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.38it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.51it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.14it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.96it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.50it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.90it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.52it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.83it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.47it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.21it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.47it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.24it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.60it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.11it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.93it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.34it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.17it/s, v_num=ld_2, val_loss=2.030, train_loss=1.980]
Epoch 100: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.05it/s, v_num=ld_2, val_loss=2.000, train_loss=1.980]
Epoch 100: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.75it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 100:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:   9%|โ–‰         | 1/11 [00:00<00:00, 77.47it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:   9%|โ–‰         | 1/11 [00:00<00:00, 74.99it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.15it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.21it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.89it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.26it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.94it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.30it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.43it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.09it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.11it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.81it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.47it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.51it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.90it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.27it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.09it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.64it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.47it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.65it/s, v_num=ld_2, val_loss=2.000, train_loss=1.910]
Epoch 101: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.32it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 101:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:   9%|โ–‰         | 1/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:   9%|โ–‰         | 1/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.82it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.66it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.33it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.54it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.78it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.35it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.46it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.13it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.23it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.95it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.57it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.25it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.03it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.22it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.04it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.18it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.00it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.41it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.25it/s, v_num=ld_2, val_loss=2.000, train_loss=1.920]
Epoch 102: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.80it/s, v_num=ld_2, val_loss=1.970, train_loss=1.920]
Epoch 102: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.49it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 102:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:   9%|โ–‰         | 1/11 [00:00<00:00, 77.90it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:   9%|โ–‰         | 1/11 [00:00<00:00, 76.27it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.40it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.56it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.73it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.16it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.44it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.85it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.51it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.16it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.86it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.44it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.44it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.85it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.65it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.84it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.25it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.09it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 103: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.09it/s, v_num=ld_2, val_loss=1.960, train_loss=1.910]
Epoch 103: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.73it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 103:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:   9%|โ–‰         | 1/11 [00:00<00:00, 80.25it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:   9%|โ–‰         | 1/11 [00:00<00:00, 78.49it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.98it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.08it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.34it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.73it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.50it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.04it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.54it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.99it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.67it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.06it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.76it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.95it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.32it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.12it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.18it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.00it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.46it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.30it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 104: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.04it/s, v_num=ld_2, val_loss=1.980, train_loss=1.900]
Epoch 104: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.70it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 104:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:   9%|โ–‰         | 1/11 [00:00<00:00, 78.63it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:   9%|โ–‰         | 1/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.32it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.38it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.91it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.31it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.08it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.63it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.37it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.01it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.52it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.22it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.53it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.26it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.35it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.12it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.12it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.91it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.04it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.86it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.24it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.07it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 105: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.86it/s, v_num=ld_2, val_loss=1.970, train_loss=1.870]
Epoch 105: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.52it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 105:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:   9%|โ–‰         | 1/11 [00:00<00:00, 79.63it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:   9%|โ–‰         | 1/11 [00:00<00:00, 77.68it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.81it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.31it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.73it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.67it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.23it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.94it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.58it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.03it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.71it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.19it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.94it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.42it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.19it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.41it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.21it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.58it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.40it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.78it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.61it/s, v_num=ld_2, val_loss=1.970, train_loss=1.930]
Epoch 106: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.31it/s, v_num=ld_2, val_loss=2.010, train_loss=1.930]
Epoch 106: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.94it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 106:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:   9%|โ–‰         | 1/11 [00:00<00:00, 80.27it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:   9%|โ–‰         | 1/11 [00:00<00:00, 78.56it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.90it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.64it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.60it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.16it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.98it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.62it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.27it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.97it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.43it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.34it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.08it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.13it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.92it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.91it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.73it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.13it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.96it/s, v_num=ld_2, val_loss=2.010, train_loss=1.880]
Epoch 107: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.75it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 107: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.41it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 107:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:   9%|โ–‰         | 1/11 [00:00<00:00, 80.63it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:   9%|โ–‰         | 1/11 [00:00<00:00, 78.84it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.37it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.46it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.70it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.11it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.78it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.33it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.47it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.11it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.60it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.29it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.72it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.45it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.69it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.46it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.68it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.48it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.76it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.58it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.73it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.57it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.15it/s, v_num=ld_2, val_loss=1.980, train_loss=1.870]
Epoch 108: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.81it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 108:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:   9%|โ–‰         | 1/11 [00:00<00:00, 79.68it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:   9%|โ–‰         | 1/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.94it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.00it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.35it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.65it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.38it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.93it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.56it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.19it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.31it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.00it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.46it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.20it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.50it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.28it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.61it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.41it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.65it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.47it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.85it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.68it/s, v_num=ld_2, val_loss=1.980, train_loss=1.930]
Epoch 109: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.38it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 109: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.03it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 109:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:   9%|โ–‰         | 1/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:   9%|โ–‰         | 1/11 [00:00<00:00, 76.78it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.83it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.77it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.86it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.61it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.10it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.13it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.79it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.47it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.85it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.60it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.00it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.78it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.28it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.08it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.46it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.28it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.75it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.58it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.45it/s, v_num=ld_2, val_loss=1.960, train_loss=1.930]
Epoch 110: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.11it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 110:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:   9%|โ–‰         | 1/11 [00:00<00:00, 80.47it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:   9%|โ–‰         | 1/11 [00:00<00:00, 78.70it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.07it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.21it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.05it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.47it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.70it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.26it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.14it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.78it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.26it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.96it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.76it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.72it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.50it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.35it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.17it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.33it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.16it/s, v_num=ld_2, val_loss=1.960, train_loss=1.900]
Epoch 111: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.95it/s, v_num=ld_2, val_loss=1.980, train_loss=1.900]
Epoch 111: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.60it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 111:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:   9%|โ–‰         | 1/11 [00:00<00:00, 79.30it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:   9%|โ–‰         | 1/11 [00:00<00:00, 77.61it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.53it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.65it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.38it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.75it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.26it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.53it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.76it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.45it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.01it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.75it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.22it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.00it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.37it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.17it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.40it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.51it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.35it/s, v_num=ld_2, val_loss=1.980, train_loss=1.880]
Epoch 112: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.44it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 112: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.11it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 112:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:   9%|โ–‰         | 1/11 [00:00<00:00, 80.70it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:   9%|โ–‰         | 1/11 [00:00<00:00, 78.97it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.67it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.78it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.80it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.19it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.87it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.41it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.65it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.29it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.71it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.40it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.60it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.34it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.39it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.16it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.48it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.28it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.52it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.34it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.34it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=1.950, train_loss=1.880]
Epoch 113: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.62it/s, v_num=ld_2, val_loss=1.970, train_loss=1.880]
Epoch 113: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.29it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 113:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:   9%|โ–‰         | 1/11 [00:00<00:00, 78.13it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:   9%|โ–‰         | 1/11 [00:00<00:00, 76.46it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.16it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.30it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.51it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.93it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.28it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.84it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.31it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.21it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.90it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.57it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.32it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.89it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.66it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.10it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.86it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.87it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.94it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.79it/s, v_num=ld_2, val_loss=1.970, train_loss=1.910]
Epoch 114: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.77it/s, v_num=ld_2, val_loss=1.940, train_loss=1.910]
Epoch 114: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.45it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 114:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:   9%|โ–‰         | 1/11 [00:00<00:00, 75.88it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:   9%|โ–‰         | 1/11 [00:00<00:00, 74.32it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.92it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.31it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.75it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.93it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.50it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.38it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.59it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.25it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.64it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.25it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.11it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.88it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.82it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.65it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.16it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.99it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.36it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.20it/s, v_num=ld_2, val_loss=1.940, train_loss=1.870]
Epoch 115: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 115: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.48it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 115:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:   9%|โ–‰         | 1/11 [00:00<00:00, 77.05it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:   9%|โ–‰         | 1/11 [00:00<00:00, 75.45it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.10it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.28it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.63it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.07it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.47it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.01it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.98it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.64it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.46it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.16it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.09it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.84it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.54it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.04it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.85it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.39it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.79it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.64it/s, v_num=ld_2, val_loss=1.930, train_loss=1.870]
Epoch 116: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.93it/s, v_num=ld_2, val_loss=1.960, train_loss=1.870]
Epoch 116: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.59it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 116:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:   9%|โ–‰         | 1/11 [00:00<00:00, 79.65it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:   9%|โ–‰         | 1/11 [00:00<00:00, 77.92it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.48it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.58it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.03it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.42it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.35it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.88it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.64it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.87it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.56it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.04it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.78it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.90it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.68it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.85it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.88it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.13it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.96it/s, v_num=ld_2, val_loss=1.960, train_loss=1.840]
Epoch 117: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=1.980, train_loss=1.840]
Epoch 117: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.39it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 117:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:   9%|โ–‰         | 1/11 [00:00<00:00, 80.52it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:   9%|โ–‰         | 1/11 [00:00<00:00, 78.81it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.16it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.56it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.96it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.82it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.37it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.53it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.16it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.69it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.39it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.35it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.09it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.10it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.84it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.13it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.93it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.20it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.02it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.21it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.04it/s, v_num=ld_2, val_loss=1.980, train_loss=1.910]
Epoch 118: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=1.940, train_loss=1.910]
Epoch 118: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 118:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:   9%|โ–‰         | 1/11 [00:00<00:00, 77.78it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:   9%|โ–‰         | 1/11 [00:00<00:00, 76.04it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.21it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.39it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.60it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.12it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.72it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.34it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.37it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.06it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.63it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.36it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.42it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.68it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.45it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.55it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.33it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.77it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.59it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.71it/s, v_num=ld_2, val_loss=1.940, train_loss=1.850]
Epoch 119: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 119:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:   9%|โ–‰         | 1/11 [00:00<00:00, 74.90it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:   9%|โ–‰         | 1/11 [00:00<00:00, 73.13it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.28it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.36it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.59it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.91it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.71it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.60it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.08it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.18it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.91it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.98it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.73it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.06it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.84it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.24it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.05it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.42it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.24it/s, v_num=ld_2, val_loss=1.940, train_loss=1.820]
Epoch 120: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.46it/s, v_num=ld_2, val_loss=1.840, train_loss=1.820]
Epoch 120: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.12it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 120:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:   9%|โ–‰         | 1/11 [00:00<00:00, 75.79it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:   9%|โ–‰         | 1/11 [00:00<00:00, 74.07it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.97it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.04it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.97it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.32it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.76it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.26it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.07it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.69it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.65it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.35it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.95it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.55it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.31it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.56it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.36it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.90it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.72it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.27it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.11it/s, v_num=ld_2, val_loss=1.840, train_loss=1.740]
Epoch 121: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.59it/s, v_num=ld_2, val_loss=1.920, train_loss=1.740]
Epoch 121: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.24it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 121:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:   9%|โ–‰         | 1/11 [00:00<00:00, 78.65it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:   9%|โ–‰         | 1/11 [00:00<00:00, 76.93it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.99it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.10it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.85it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.51it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.26it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.89it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.39it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.09it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.47it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.19it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.41it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.17it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.46it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.25it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.16it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.94it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.21it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.02it/s, v_num=ld_2, val_loss=1.920, train_loss=1.810]
Epoch 122: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.52it/s, v_num=ld_2, val_loss=1.780, train_loss=1.810]
Epoch 122: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.16it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 122:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:   9%|โ–‰         | 1/11 [00:00<00:00, 75.44it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:   9%|โ–‰         | 1/11 [00:00<00:00, 73.67it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.86it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.95it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.47it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.86it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.57it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.09it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.39it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.01it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.51it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.19it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.50it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.22it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.43it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.19it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.41it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.17it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.39it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=1.780, train_loss=1.770]
Epoch 123: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.61it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 123: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.27it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 123:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:   9%|โ–‰         | 1/11 [00:00<00:00, 75.28it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:   9%|โ–‰         | 1/11 [00:00<00:00, 73.32it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.69it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.79it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.13it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.21it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.89it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.45it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.19it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.84it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.16it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.87it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.35it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.11it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.73it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.52it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.17it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.98it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.51it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.33it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.65it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.49it/s, v_num=ld_2, val_loss=1.760, train_loss=1.770]
Epoch 124: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.09it/s, v_num=ld_2, val_loss=1.800, train_loss=1.770]
Epoch 124: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.78it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 124:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:   9%|โ–‰         | 1/11 [00:00<00:00, 76.64it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:   9%|โ–‰         | 1/11 [00:00<00:00, 75.00it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.40it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.96it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.35it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.92it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.45it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.52it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.15it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.71it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.39it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.50it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.24it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.50it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.74it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.54it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.89it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.70it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.21it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.02it/s, v_num=ld_2, val_loss=1.800, train_loss=1.700]
Epoch 125: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.06it/s, v_num=ld_2, val_loss=2.000, train_loss=1.700]
Epoch 125: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.73it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 125:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:   9%|โ–‰         | 1/11 [00:00<00:00, 77.31it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:   9%|โ–‰         | 1/11 [00:00<00:00, 75.63it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.53it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.65it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.32it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.72it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.64it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.20it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.65it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.28it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.61it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.31it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.65it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.38it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.52it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.28it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.08it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.87it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.23it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.04it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.54it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.37it/s, v_num=ld_2, val_loss=2.000, train_loss=1.670]
Epoch 126: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.57it/s, v_num=ld_2, val_loss=1.910, train_loss=1.670]
Epoch 126: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.24it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 126:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:   9%|โ–‰         | 1/11 [00:00<00:00, 77.83it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:   9%|โ–‰         | 1/11 [00:00<00:00, 76.09it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.14it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.07it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.38it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.77it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.10it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.80it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.57it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.28it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.81it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.55it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.71it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.89it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.68it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.76it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.58it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.13it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.96it/s, v_num=ld_2, val_loss=1.910, train_loss=1.810]
Epoch 127: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.28it/s, v_num=ld_2, val_loss=1.850, train_loss=1.810]
Epoch 127: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 127:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:   9%|โ–‰         | 1/11 [00:00<00:00, 75.21it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:   9%|โ–‰         | 1/11 [00:00<00:00, 73.59it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.84it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.00it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.59it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.01it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.90it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.46it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.06it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.81it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.53it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.89it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.22it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.42it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.22it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.69it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.70it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=1.850, train_loss=1.820]
Epoch 128: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.91it/s, v_num=ld_2, val_loss=1.750, train_loss=1.820]
Epoch 128: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.59it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 128:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:   9%|โ–‰         | 1/11 [00:00<00:00, 78.28it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:   9%|โ–‰         | 1/11 [00:00<00:00, 76.56it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.97it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.12it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.49it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.26it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.80it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.36it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.14it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.84it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.40it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.15it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.51it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.28it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.47it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.22it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.33it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.13it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.46it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.28it/s, v_num=ld_2, val_loss=1.750, train_loss=1.750]
Epoch 129: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.23it/s, v_num=ld_2, val_loss=1.780, train_loss=1.750]
Epoch 129: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 129:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:   9%|โ–‰         | 1/11 [00:00<00:00, 73.87it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:   9%|โ–‰         | 1/11 [00:00<00:00, 72.37it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.83it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.00it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.85it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.33it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.76it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.28it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.58it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.25it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.37it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.08it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.04it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.80it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.79it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.62it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.94it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.77it/s, v_num=ld_2, val_loss=1.780, train_loss=1.690]
Epoch 130: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.84it/s, v_num=ld_2, val_loss=1.730, train_loss=1.690]
Epoch 130: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.51it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 130:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:   9%|โ–‰         | 1/11 [00:00<00:00, 72.67it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:   9%|โ–‰         | 1/11 [00:00<00:00, 70.91it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.82it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.91it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.67it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.06it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.91it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.45it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.16it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.77it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.48it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.17it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.95it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.68it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.24it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.00it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.11it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.86it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.15it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.95it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.45it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.28it/s, v_num=ld_2, val_loss=1.730, train_loss=1.810]
Epoch 131: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.83it/s, v_num=ld_2, val_loss=1.590, train_loss=1.810]
Epoch 131: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.49it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 131:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:   9%|โ–‰         | 1/11 [00:00<00:00, 73.89it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:   9%|โ–‰         | 1/11 [00:00<00:00, 71.83it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.70it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.77it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.92it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.28it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.38it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.85it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.74it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.35it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.91it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.59it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.01it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.72it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.12it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.87it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.17it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.96it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.16it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.96it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.53it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.33it/s, v_num=ld_2, val_loss=1.590, train_loss=1.660]
Epoch 132: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.60it/s, v_num=ld_2, val_loss=1.700, train_loss=1.660]
Epoch 132: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.29it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 132:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:   9%|โ–‰         | 1/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:   9%|โ–‰         | 1/11 [00:00<00:00, 76.04it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.40it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.50it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.60it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.47it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.72it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.24it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.93it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.46it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.54it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.30it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.56it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.32it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.40it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=1.700, train_loss=1.620]
Epoch 133: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 133: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.00it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 133:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:   9%|โ–‰         | 1/11 [00:00<00:00, 76.44it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:   9%|โ–‰         | 1/11 [00:00<00:00, 74.74it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.60it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.58it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.77it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.13it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.68it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.21it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.41it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.13it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.26it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.59it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.35it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.59it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.37it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.50it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.31it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.64it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.46it/s, v_num=ld_2, val_loss=1.450, train_loss=1.530]
Epoch 134: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=1.310, train_loss=1.530]
Epoch 134: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.35it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 134:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:   9%|โ–‰         | 1/11 [00:00<00:00, 72.22it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:   9%|โ–‰         | 1/11 [00:00<00:00, 70.66it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.87it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.04it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.05it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.47it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.58it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.13it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.80it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.41it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.69it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.37it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.74it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.46it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.48it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.24it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.69it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.47it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.71it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.52it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.03it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.85it/s, v_num=ld_2, val_loss=1.310, train_loss=1.380]
Epoch 135: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.42it/s, v_num=ld_2, val_loss=1.510, train_loss=1.380]
Epoch 135: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.07it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 135:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:   9%|โ–‰         | 1/11 [00:00<00:00, 77.69it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:   9%|โ–‰         | 1/11 [00:00<00:00, 76.04it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.96it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.11it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.78it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.21it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.25it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.76it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.17it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.79it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.34it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.74it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.46it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.36it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.05it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.79it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.12it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.94it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.16it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=1.510, train_loss=1.330]
Epoch 136: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.31it/s, v_num=ld_2, val_loss=1.250, train_loss=1.330]
Epoch 136: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.96it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 136:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:   9%|โ–‰         | 1/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:   9%|โ–‰         | 1/11 [00:00<00:00, 75.35it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.94it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.16it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.56it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.35it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.92it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.85it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.45it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.18it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.93it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.54it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.29it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.69it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.50it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.60it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.02it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.86it/s, v_num=ld_2, val_loss=1.250, train_loss=1.360]
Epoch 137: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.20it/s, v_num=ld_2, val_loss=1.290, train_loss=1.360]
Epoch 137: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.85it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 137:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:   9%|โ–‰         | 1/11 [00:00<00:00, 79.73it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:   9%|โ–‰         | 1/11 [00:00<00:00, 77.96it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.50it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.59it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.88it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.27it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.21it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.75it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.44it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.09it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.51it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.21it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.39it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.13it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.47it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.24it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.23it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.02it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.09it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.90it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.85it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.67it/s, v_num=ld_2, val_loss=1.290, train_loss=1.250]
Epoch 138: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.61it/s, v_num=ld_2, val_loss=1.450, train_loss=1.250]
Epoch 138: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.25it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 138:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:   9%|โ–‰         | 1/11 [00:00<00:00, 75.99it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:   9%|โ–‰         | 1/11 [00:00<00:00, 74.37it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.89it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.90it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.95it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.34it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.02it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.67it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.05it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.76it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.28it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.02it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.22it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.99it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.37it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.16it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.50it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.30it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.42it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.26it/s, v_num=ld_2, val_loss=1.450, train_loss=1.240]
Epoch 139: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.23it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 139: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.91it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 139:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:   9%|โ–‰         | 1/11 [00:00<00:00, 76.15it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:   9%|โ–‰         | 1/11 [00:00<00:00, 74.30it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.06it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.36it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.71it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.21it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.46it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.15it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.40it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.12it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.13it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.89it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.11it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.90it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.86it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.67it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=1.250, train_loss=1.240]
Epoch 140: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 140: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.62it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 140:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:   9%|โ–‰         | 1/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:   9%|โ–‰         | 1/11 [00:00<00:00, 77.23it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.84it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.70it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.12it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.00it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.56it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.32it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.95it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.13it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.81it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.61it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.87it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.63it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.69it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.48it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.50it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.30it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.41it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.22it/s, v_num=ld_2, val_loss=1.380, train_loss=1.350]
Epoch 141: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.00it/s, v_num=ld_2, val_loss=1.240, train_loss=1.350]
Epoch 141: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.65it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 141:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:   9%|โ–‰         | 1/11 [00:00<00:00, 75.62it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:   9%|โ–‰         | 1/11 [00:00<00:00, 73.91it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.87it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.95it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.06it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.41it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.75it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.33it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.03it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.65it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.33it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.71it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.44it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.84it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.59it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.04it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.84it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.09it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.90it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.33it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.16it/s, v_num=ld_2, val_loss=1.240, train_loss=1.260]
Epoch 142: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.42it/s, v_num=ld_2, val_loss=1.170, train_loss=1.260]
Epoch 142: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.09it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 142:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:   9%|โ–‰         | 1/11 [00:00<00:00, 76.96it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:   9%|โ–‰         | 1/11 [00:00<00:00, 75.13it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.17it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.65it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.02it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.50it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.96it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.30it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.87it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.45it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.14it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.52it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.36it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.12it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.56it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.33it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.76it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.57it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.64it/s, v_num=ld_2, val_loss=1.170, train_loss=1.200]
Epoch 143: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.02it/s, v_num=ld_2, val_loss=1.210, train_loss=1.200]
Epoch 143: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.67it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 143:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:   9%|โ–‰         | 1/11 [00:00<00:00, 75.67it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:   9%|โ–‰         | 1/11 [00:00<00:00, 73.94it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.98it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.10it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.85it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.25it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.62it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.18it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.16it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.80it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.56it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.77it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.50it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.83it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.59it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.73it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.52it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.83it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.64it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.05it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.87it/s, v_num=ld_2, val_loss=1.210, train_loss=0.988]
Epoch 144: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.89it/s, v_num=ld_2, val_loss=1.160, train_loss=0.988]
Epoch 144: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.52it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 144:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:   9%|โ–‰         | 1/11 [00:00<00:00, 74.07it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:   9%|โ–‰         | 1/11 [00:00<00:00, 72.47it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.78it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.80it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.29it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.65it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.58it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.09it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.45it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.55it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.19it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.54it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.25it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.07it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.82it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.10it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.85it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.09it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.90it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.42it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=1.160, train_loss=1.000]
Epoch 145: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.73it/s, v_num=ld_2, val_loss=1.190, train_loss=1.000]
Epoch 145: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.38it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 145:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:   9%|โ–‰         | 1/11 [00:00<00:00, 77.46it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:   9%|โ–‰         | 1/11 [00:00<00:00, 75.74it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.39it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.47it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.80it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.17it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.93it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.45it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.86it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.47it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.49it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.90it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.63it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.03it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.79it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.78it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.56it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.55it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.92it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=1.190, train_loss=0.823]
Epoch 146: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.05it/s, v_num=ld_2, val_loss=1.040, train_loss=0.823]
Epoch 146: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.69it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 146:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:   9%|โ–‰         | 1/11 [00:00<00:00, 75.29it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:   9%|โ–‰         | 1/11 [00:00<00:00, 73.49it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.48it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.52it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.12it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.47it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.15it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.66it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.05it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.65it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.64it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.29it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.07it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.79it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.82it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.57it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.82it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.57it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.54it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.35it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.86it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.68it/s, v_num=ld_2, val_loss=1.040, train_loss=0.936]
Epoch 147: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.53it/s, v_num=ld_2, val_loss=1.130, train_loss=0.936]
Epoch 147: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.21it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 147:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:   9%|โ–‰         | 1/11 [00:00<00:00, 75.21it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:   9%|โ–‰         | 1/11 [00:00<00:00, 73.42it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.03it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.06it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.13it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.52it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.94it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.48it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.57it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.00it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.32it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.05it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.21it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.61it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.37it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.36it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.17it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.06it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.88it/s, v_num=ld_2, val_loss=1.130, train_loss=0.824]
Epoch 148: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.03it/s, v_num=ld_2, val_loss=0.997, train_loss=0.824]
Epoch 148: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.73it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 148:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:   9%|โ–‰         | 1/11 [00:00<00:00, 74.30it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:   9%|โ–‰         | 1/11 [00:00<00:00, 72.52it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.79it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.54it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.44it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.85it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.07it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.62it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.77it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.41it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.32it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.01it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.41it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.15it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.58it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.36it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.03it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.44it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.27it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.96it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.80it/s, v_num=ld_2, val_loss=0.997, train_loss=0.861]
Epoch 149: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.15it/s, v_num=ld_2, val_loss=0.991, train_loss=0.861]
Epoch 149: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.83it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 149:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:   9%|โ–‰         | 1/11 [00:00<00:00, 76.62it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:   9%|โ–‰         | 1/11 [00:00<00:00, 74.73it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.94it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.07it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.92it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.34it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.49it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.04it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.82it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.45it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.78it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.44it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.32it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.03it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.81it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.23it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.04it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.59it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.42it/s, v_num=ld_2, val_loss=0.991, train_loss=0.758]
Epoch 150: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.45it/s, v_num=ld_2, val_loss=1.060, train_loss=0.758]
Epoch 150: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.12it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 150:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:   9%|โ–‰         | 1/11 [00:00<00:00, 75.85it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:   9%|โ–‰         | 1/11 [00:00<00:00, 74.22it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.62it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.77it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.48it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.91it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.77it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.34it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.43it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.05it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.49it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.99it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.03it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.78it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.57it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.85it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.66it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=1.060, train_loss=0.792]
Epoch 151: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.85it/s, v_num=ld_2, val_loss=0.943, train_loss=0.792]
Epoch 151: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.53it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 151:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:   9%|โ–‰         | 1/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:   9%|โ–‰         | 1/11 [00:00<00:00, 76.08it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.41it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.54it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.43it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.85it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.38it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.95it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.12it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.76it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.38it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.78it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.53it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.10it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.08it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.80it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.62it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.44it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.79it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.63it/s, v_num=ld_2, val_loss=0.943, train_loss=0.791]
Epoch 152: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.65it/s, v_num=ld_2, val_loss=1.260, train_loss=0.791]
Epoch 152: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.33it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 152:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:   9%|โ–‰         | 1/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:   9%|โ–‰         | 1/11 [00:00<00:00, 76.37it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.13it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.17it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.69it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.08it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.07it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.62it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.67it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.33it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.28it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.71it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.46it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.06it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.83it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.24it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.04it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.44it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.26it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.48it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.31it/s, v_num=ld_2, val_loss=1.260, train_loss=0.669]
Epoch 153: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.29it/s, v_num=ld_2, val_loss=0.872, train_loss=0.669]
Epoch 153: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.94it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 153:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:   9%|โ–‰         | 1/11 [00:00<00:00, 76.77it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:   9%|โ–‰         | 1/11 [00:00<00:00, 75.07it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.22it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.99it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.39it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.32it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.86it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.35it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.96it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.77it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.42it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.38it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.55it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.28it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.96it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.83it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.56it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.83it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.65it/s, v_num=ld_2, val_loss=0.872, train_loss=0.817]
Epoch 154: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.87it/s, v_num=ld_2, val_loss=1.080, train_loss=0.817]
Epoch 154: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.52it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 154:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:   9%|โ–‰         | 1/11 [00:00<00:00, 74.59it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:   9%|โ–‰         | 1/11 [00:00<00:00, 72.99it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.53it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.68it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.37it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.71it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.61it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.07it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.34it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.23it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.92it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.68it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.45it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.80it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.58it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.46it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.30it/s, v_num=ld_2, val_loss=1.080, train_loss=0.882]
Epoch 155: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.55it/s, v_num=ld_2, val_loss=1.280, train_loss=0.882]
Epoch 155: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.22it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 155:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:   9%|โ–‰         | 1/11 [00:00<00:00, 77.07it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:   9%|โ–‰         | 1/11 [00:00<00:00, 75.22it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.55it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.67it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.37it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.76it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.84it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.39it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.84it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.40it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.10it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.41it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.84it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.60it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.86it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.09it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.91it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.39it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.22it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 156: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.17it/s, v_num=ld_2, val_loss=1.030, train_loss=1.010]
Epoch 156: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.84it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 156:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:   9%|โ–‰         | 1/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:   9%|โ–‰         | 1/11 [00:00<00:00, 76.17it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.04it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.41it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.79it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.84it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.48it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.18it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.77it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.49it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.74it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.81it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.60it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.60it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.41it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.77it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.59it/s, v_num=ld_2, val_loss=1.030, train_loss=1.210]
Epoch 157: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.59it/s, v_num=ld_2, val_loss=1.020, train_loss=1.210]
Epoch 157: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.25it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 157:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:   9%|โ–‰         | 1/11 [00:00<00:00, 75.79it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:   9%|โ–‰         | 1/11 [00:00<00:00, 73.92it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.90it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.00it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.36it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.13it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.66it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.92it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.55it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.29it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.98it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.53it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.26it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.45it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.60it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.36it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.51it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.31it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.34it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.15it/s, v_num=ld_2, val_loss=1.020, train_loss=0.872]
Epoch 158: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.51it/s, v_num=ld_2, val_loss=0.972, train_loss=0.872]
Epoch 158: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.16it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 158:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:   9%|โ–‰         | 1/11 [00:00<00:00, 74.00it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:   9%|โ–‰         | 1/11 [00:00<00:00, 72.19it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.87it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.95it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.44it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.82it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.68it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.19it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.78it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.39it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.41it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.08it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.50it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.23it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.81it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.56it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.94it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.71it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.56it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.33it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.30it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.12it/s, v_num=ld_2, val_loss=0.972, train_loss=0.843]
Epoch 159: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.47it/s, v_num=ld_2, val_loss=0.879, train_loss=0.843]
Epoch 159: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.14it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 159:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:   9%|โ–‰         | 1/11 [00:00<00:00, 72.51it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:   9%|โ–‰         | 1/11 [00:00<00:00, 70.71it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.89it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.97it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.56it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.92it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.74it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.25it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.92it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.52it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.92it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.60it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.08it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.80it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.01it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.77it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.36it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.15it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.72it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.54it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.86it/s, v_num=ld_2, val_loss=0.879, train_loss=0.671]
Epoch 160: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.40it/s, v_num=ld_2, val_loss=0.864, train_loss=0.671]
Epoch 160: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.08it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 160:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:   9%|โ–‰         | 1/11 [00:00<00:00, 75.36it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:   9%|โ–‰         | 1/11 [00:00<00:00, 73.91it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.97it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.11it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.01it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.40it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.81it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.36it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.06it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.70it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.85it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.54it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.00it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.75it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.04it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.82it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.27it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.05it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.19it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.02it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.40it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.23it/s, v_num=ld_2, val_loss=0.864, train_loss=0.661]
Epoch 161: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.72it/s, v_num=ld_2, val_loss=0.832, train_loss=0.661]
Epoch 161: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.40it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 161:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:   9%|โ–‰         | 1/11 [00:00<00:00, 76.25it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:   9%|โ–‰         | 1/11 [00:00<00:00, 74.52it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.21it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.31it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.21it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.07it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.60it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.31it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.90it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.00it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.68it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.18it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.91it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.26it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.02it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.31it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.09it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.15it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.95it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.35it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.17it/s, v_num=ld_2, val_loss=0.832, train_loss=0.625]
Epoch 162: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.40it/s, v_num=ld_2, val_loss=0.742, train_loss=0.625]
Epoch 162: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 162:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:   9%|โ–‰         | 1/11 [00:00<00:00, 76.61it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:   9%|โ–‰         | 1/11 [00:00<00:00, 73.88it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.46it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.63it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.73it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.15it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.78it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.34it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.99it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.60it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.93it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.63it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.80it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.54it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.81it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.57it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.13it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.93it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.28it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.10it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.26it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.09it/s, v_num=ld_2, val_loss=0.742, train_loss=0.571]
Epoch 163: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.24it/s, v_num=ld_2, val_loss=1.160, train_loss=0.571]
Epoch 163: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.92it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 163:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:   9%|โ–‰         | 1/11 [00:00<00:00, 75.48it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:   9%|โ–‰         | 1/11 [00:00<00:00, 73.78it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.97it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.08it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.49it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.64it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.68it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.23it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.95it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.58it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.48it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.02it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.13it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.87it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.36it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.13it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.73it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.53it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.95it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.76it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.29it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.11it/s, v_num=ld_2, val_loss=1.160, train_loss=0.576]
Epoch 164: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.47it/s, v_num=ld_2, val_loss=0.846, train_loss=0.576]
Epoch 164: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.15it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 164:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:   9%|โ–‰         | 1/11 [00:00<00:00, 73.05it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:   9%|โ–‰         | 1/11 [00:00<00:00, 71.13it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.26it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.31it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.27it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.74it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.26it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.83it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.22it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.85it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.32it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.02it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.87it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.61it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.06it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.84it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.45it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.26it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.77it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.60it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.18it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.02it/s, v_num=ld_2, val_loss=0.846, train_loss=0.565]
Epoch 165: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.49it/s, v_num=ld_2, val_loss=1.170, train_loss=0.565]
Epoch 165: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.17it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 165:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:   9%|โ–‰         | 1/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:   9%|โ–‰         | 1/11 [00:00<00:00, 76.36it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.55it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.64it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.34it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.31it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.86it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.34it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.19it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.86it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.81it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.84it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.12it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.52it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.36it/s, v_num=ld_2, val_loss=1.170, train_loss=0.473]
Epoch 166: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.41it/s, v_num=ld_2, val_loss=1.040, train_loss=0.473]
Epoch 166: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 166:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:   9%|โ–‰         | 1/11 [00:00<00:00, 77.43it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:   9%|โ–‰         | 1/11 [00:00<00:00, 75.63it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.68it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.75it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.44it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.64it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.17it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.81it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.44it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.17it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.87it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.24it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.97it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.04it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.59it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.74it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.56it/s, v_num=ld_2, val_loss=1.040, train_loss=0.673]
Epoch 167: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.83it/s, v_num=ld_2, val_loss=1.020, train_loss=0.673]
Epoch 167: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.47it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 167:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:   9%|โ–‰         | 1/11 [00:00<00:00, 77.59it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:   9%|โ–‰         | 1/11 [00:00<00:00, 75.92it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.09it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.76it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.15it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.21it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.76it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.85it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.64it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.34it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.68it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.41it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.42it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.37it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.39it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.56it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.39it/s, v_num=ld_2, val_loss=1.020, train_loss=0.621]
Epoch 168: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.53it/s, v_num=ld_2, val_loss=1.100, train_loss=0.621]
Epoch 168: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 168:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:   9%|โ–‰         | 1/11 [00:00<00:00, 77.17it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:   9%|โ–‰         | 1/11 [00:00<00:00, 75.49it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.99it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.36it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.14it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.67it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.44it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.07it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.32it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.04it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.33it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.11it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.19it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.99it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.11it/s, v_num=ld_2, val_loss=1.100, train_loss=0.738]
Epoch 169: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=1.120, train_loss=0.738]
Epoch 169: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.91it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 169:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:   9%|โ–‰         | 1/11 [00:00<00:00, 75.40it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:   9%|โ–‰         | 1/11 [00:00<00:00, 73.80it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.38it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.56it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.32it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.72it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.73it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.28it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.90it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.53it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.00it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.10it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.83it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.94it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.71it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.10it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.89it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.19it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.00it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.25it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.07it/s, v_num=ld_2, val_loss=1.120, train_loss=0.724]
Epoch 170: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=0.927, train_loss=0.724]
Epoch 170: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.59it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 170:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:   9%|โ–‰         | 1/11 [00:00<00:00, 76.68it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:   9%|โ–‰         | 1/11 [00:00<00:00, 74.95it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.23it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.32it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.92it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.26it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.04it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.56it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.03it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.51it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.19it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.61it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.35it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.87it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.64it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.88it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.67it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.10it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.89it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.31it/s, v_num=ld_2, val_loss=0.927, train_loss=0.655]
Epoch 171: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.64it/s, v_num=ld_2, val_loss=0.843, train_loss=0.655]
Epoch 171: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.31it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 171:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:   9%|โ–‰         | 1/11 [00:00<00:00, 74.89it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:   9%|โ–‰         | 1/11 [00:00<00:00, 73.31it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.92it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.16it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.31it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.75it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.21it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.79it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.65it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.64it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.36it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.96it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.71it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.18it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.96it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.34it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.14it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.54it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.36it/s, v_num=ld_2, val_loss=0.843, train_loss=0.487]
Epoch 172: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.42it/s, v_num=ld_2, val_loss=0.813, train_loss=0.487]
Epoch 172: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 172:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:   9%|โ–‰         | 1/11 [00:00<00:00, 77.33it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:   9%|โ–‰         | 1/11 [00:00<00:00, 75.71it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.33it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.63it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.03it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.89it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.42it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.62it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.24it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.78it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.22it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.94it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.46it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.69it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.49it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.71it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.51it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.35it/s, v_num=ld_2, val_loss=0.813, train_loss=0.502]
Epoch 173: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.83it/s, v_num=ld_2, val_loss=0.955, train_loss=0.502]
Epoch 173: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.38it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 173:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:   9%|โ–‰         | 1/11 [00:00<00:00, 77.00it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:   9%|โ–‰         | 1/11 [00:00<00:00, 75.26it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.95it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.89it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.23it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.69it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.24it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.14it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.76it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.81it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.50it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.04it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.77it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.03it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.82it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.28it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.19it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.01it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.63it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.47it/s, v_num=ld_2, val_loss=0.955, train_loss=0.610]
Epoch 174: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.04it/s, v_num=ld_2, val_loss=0.976, train_loss=0.610]
Epoch 174: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.72it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 174:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:   9%|โ–‰         | 1/11 [00:00<00:00, 75.55it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:   9%|โ–‰         | 1/11 [00:00<00:00, 73.93it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.87it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.93it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.03it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.41it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.71it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.61it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.84it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.51it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.06it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.77it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.54it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.30it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.17it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.95it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.77it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.58it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.78it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.61it/s, v_num=ld_2, val_loss=0.976, train_loss=0.574]
Epoch 175: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.86it/s, v_num=ld_2, val_loss=0.968, train_loss=0.574]
Epoch 175: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.54it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 175:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:   9%|โ–‰         | 1/11 [00:00<00:00, 76.35it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:   9%|โ–‰         | 1/11 [00:00<00:00, 74.60it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.77it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.86it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.30it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.68it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.53it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.03it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.42it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.03it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.60it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.28it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.51it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.24it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.89it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.65it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.55it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.34it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.41it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.21it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.28it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.08it/s, v_num=ld_2, val_loss=0.968, train_loss=0.546]
Epoch 176: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.91it/s, v_num=ld_2, val_loss=0.939, train_loss=0.546]
Epoch 176: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.59it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 176:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:   9%|โ–‰         | 1/11 [00:00<00:00, 74.95it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:   9%|โ–‰         | 1/11 [00:00<00:00, 73.15it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.35it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.42it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.52it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.88it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.53it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.06it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.11it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.71it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.26it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.94it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.23it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.96it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.22it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.99it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.34it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.14it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.26it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.09it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.74it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.56it/s, v_num=ld_2, val_loss=0.939, train_loss=0.405]
Epoch 177: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.49it/s, v_num=ld_2, val_loss=0.894, train_loss=0.405]
Epoch 177: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.18it/s, v_num=ld_2, val_loss=0.894, train_loss=0.479]
Epoch 177: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.64it/s, v_num=ld_2, val_loss=0.894, train_loss=0.479]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9643437266349792
      Accuracy_val          0.7951807379722595
        val_loss            0.8938875198364258
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model TabularChannelWiseMultiAttention

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 54.80it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 53.94it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.40it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.89it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.37it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.01it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.32it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.05it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.67it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.45it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.37it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.17it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.11it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.94it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.67it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.51it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.88it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.73it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.35it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.23it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.92it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.81it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.07it/s, v_num=ld_0, val_loss=15.60]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.77it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 71.48it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 69.99it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.63it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.88it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.91it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.43it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.36it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.00it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.54it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.25it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.88it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.64it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.41it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.20it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.35it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.17it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.51it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.32it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.62it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.47it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.92it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.79it/s, v_num=ld_0, val_loss=15.60, train_loss=706.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.13it/s, v_num=ld_0, val_loss=3.780, train_loss=706.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.78it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 71.01it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.57it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.82it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.07it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.55it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.61it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.24it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.99it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.70it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.07it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.81it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.17it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.95it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.34it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.16it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.17it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.00it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.30it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.13it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.62it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.49it/s, v_num=ld_0, val_loss=3.780, train_loss=9.260]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.88it/s, v_num=ld_0, val_loss=2.660, train_loss=9.260]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.55it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 72.74it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 71.32it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.42it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.80it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.31it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.95it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.59it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.77it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.48it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.62it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.36it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.12it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.91it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.24it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.05it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.41it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.24it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.34it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.20it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.78it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.65it/s, v_num=ld_0, val_loss=2.660, train_loss=2.940]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.03it/s, v_num=ld_0, val_loss=2.500, train_loss=2.940]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.68it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 71.09it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.18it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.51it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.27it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.72it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.03it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.64it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.08it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.78it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.53it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.29it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.94it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.74it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.90it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.72it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.93it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.77it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.80it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.65it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.78it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.64it/s, v_num=ld_0, val_loss=2.500, train_loss=2.490]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.98it/s, v_num=ld_0, val_loss=2.460, train_loss=2.490]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.65it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 70.71it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 69.37it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.54it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.87it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.52it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.06it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.79it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.44it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.63it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.35it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.23it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.99it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.59it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.38it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.88it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.70it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.12it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.96it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.10it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.95it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.29it/s, v_num=ld_0, val_loss=2.460, train_loss=2.240]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.65it/s, v_num=ld_0, val_loss=2.370, train_loss=2.240]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.30it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 73.58it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 72.13it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.16it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.45it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.85it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.36it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.09it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.72it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.25it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.95it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.43it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.18it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.22it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.01it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.95it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.76it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.83it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.66it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.55it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.56it/s, v_num=ld_0, val_loss=2.370, train_loss=2.280]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.79it/s, v_num=ld_0, val_loss=2.400, train_loss=2.280]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.46it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 70.82it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.86it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.12it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.80it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.31it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.37it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.00it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.71it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.41it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.99it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.71it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.13it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.91it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.22it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.03it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.95it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.78it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.82it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.67it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.90it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.77it/s, v_num=ld_0, val_loss=2.400, train_loss=2.160]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.49it/s, v_num=ld_0, val_loss=2.420, train_loss=2.160]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.17it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 72.06it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 70.65it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.32it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.60it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.31it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.83it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.29it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.95it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.62it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.34it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.95it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.72it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.07it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.85it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.94it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.76it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.04it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.79it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.85it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.70it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.14it/s, v_num=ld_0, val_loss=2.420, train_loss=2.150]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.59it/s, v_num=ld_0, val_loss=2.460, train_loss=2.150]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.24it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 73.36it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 71.93it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.84it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.10it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.25it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.75it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.44it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.88it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.28it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.98it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.52it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.27it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.53it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.32it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.65it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.46it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.75it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.58it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.85it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.71it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.88it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.74it/s, v_num=ld_0, val_loss=2.460, train_loss=2.050]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.86it/s, v_num=ld_0, val_loss=2.530, train_loss=2.050]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.50it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 72.01it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 70.61it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.48it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.76it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.94it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.45it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.24it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.84it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.55it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.26it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.37it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.12it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.27it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.05it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.32it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.13it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.37it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.20it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.49it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.33it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.60it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.46it/s, v_num=ld_0, val_loss=2.530, train_loss=2.090]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.30it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.95it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 69.59it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 68.04it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.70it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.87it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.39it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.91it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.49it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.14it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.16it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.88it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.62it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.39it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.02it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.78it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.84it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.20it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.04it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.45it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.31it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.82it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.05it/s, v_num=ld_0, val_loss=2.590, train_loss=2.090]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.72it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 73.51it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 72.05it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.24it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.50it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.12it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.64it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.69it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.33it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.85it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.56it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.98it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.73it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.13it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.91it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.14it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.95it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.05it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.88it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.12it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.97it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.29it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.15it/s, v_num=ld_0, val_loss=2.590, train_loss=2.000]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.21it/s, v_num=ld_0, val_loss=2.400, train_loss=2.000]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.87it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 72.57it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 71.14it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.71it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.94it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.65it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.12it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.60it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.24it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.03it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.74it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.28it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.87it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.66it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.11it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.93it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.37it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.20it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.35it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.19it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.62it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.49it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.29it/s, v_num=ld_0, val_loss=2.400, train_loss=2.050]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.99it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 73.72it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.43it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.63it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.13it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.11it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.74it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.12it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.82it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.43it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.19it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.71it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.50it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.84it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.66it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.03it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.86it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.14it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.98it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.14it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.01it/s, v_num=ld_0, val_loss=2.400, train_loss=1.940]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.81it/s, v_num=ld_0, val_loss=2.520, train_loss=1.940]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.47it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 70.38it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 69.01it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.86it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.15it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.87it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.39it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.30it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.93it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.41it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.10it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.99it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.74it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.22it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.98it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.41it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.23it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.51it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.34it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.61it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.46it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.93it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.80it/s, v_num=ld_0, val_loss=2.520, train_loss=1.930]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.91it/s, v_num=ld_0, val_loss=2.600, train_loss=1.930]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.57it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 72.94it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 71.51it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.53it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.74it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.80it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.32it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.70it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.34it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.58it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.29it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.28it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.00it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.70it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.65it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.39it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.69it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.51it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.86it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.72it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.99it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.86it/s, v_num=ld_0, val_loss=2.600, train_loss=1.890]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.24it/s, v_num=ld_0, val_loss=2.580, train_loss=1.890]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.93it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 71.34it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 69.94it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.61it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.87it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.11it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.62it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.24it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.88it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.83it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.55it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.12it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.88it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.26it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.05it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.53it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.34it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.34it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.17it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.57it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.42it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.96it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.82it/s, v_num=ld_0, val_loss=2.580, train_loss=1.880]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.21it/s, v_num=ld_0, val_loss=2.530, train_loss=1.880]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.88it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 70.91it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 69.55it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.92it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.16it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.51it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.01it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.86it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.50it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.36it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.08it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.55it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.31it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.86it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.65it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.24it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.06it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.42it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.26it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.43it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.29it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.91it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.78it/s, v_num=ld_0, val_loss=2.530, train_loss=1.910]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.56it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.24it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 68.33it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 67.15it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.72it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.04it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.26it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.08it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.77it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.01it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.74it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.58it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.39it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.19it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.79it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.61it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.77it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.04it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.89it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.78it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.64it/s, v_num=ld_0, val_loss=2.490, train_loss=1.910]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.21it/s, v_num=ld_0, val_loss=2.790, train_loss=1.910]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.88it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 69.76it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.43it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.84it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.12it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.19it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.71it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.70it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.33it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.27it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.98it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.26it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.02it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.78it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.58it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.14it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.95it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.14it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.28it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.13it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.60it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.46it/s, v_num=ld_0, val_loss=2.790, train_loss=1.840]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.78it/s, v_num=ld_0, val_loss=2.550, train_loss=1.840]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.46it/s, v_num=ld_0, val_loss=2.550, train_loss=1.800]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.98it/s, v_num=ld_0, val_loss=2.550, train_loss=1.800]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.676102340221405
      Accuracy_val          0.19760479032993317
        val_loss            2.5509984493255615
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 53.32it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 52.52it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.05it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.49it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.08it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.75it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.78it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.51it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.64it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.41it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.65it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.46it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.40it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.24it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.05it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.90it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.57it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.44it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.05it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.93it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.55it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.43it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.51it/s, v_num=ld_1, val_loss=4.680]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.21it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 68.21it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.61it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.91it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.19it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.71it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.46it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.10it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.26it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.96it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.51it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.27it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.68it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.47it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.87it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.69it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.06it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.90it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.16it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.01it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.04it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.91it/s, v_num=ld_1, val_loss=4.680, train_loss=235.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.27it/s, v_num=ld_1, val_loss=2.330, train_loss=235.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.94it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 68.71it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.36it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.67it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.90it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.44it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.47it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.12it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.89it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.61it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.47it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.74it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.53it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.84it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.66it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.87it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.70it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.90it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.73it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.00it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.86it/s, v_num=ld_1, val_loss=2.330, train_loss=5.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.79it/s, v_num=ld_1, val_loss=2.340, train_loss=5.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.42it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 69.07it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 67.53it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.47it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.80it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.46it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.96it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.68it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.33it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.09it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.77it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.84it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.19it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.96it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.41it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.23it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.63it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.46it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.52it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.36it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.66it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.52it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.89it/s, v_num=ld_1, val_loss=2.340, train_loss=2.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.55it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 69.08it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 67.66it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.29it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.49it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.74it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.25it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.56it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.19it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.14it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.80it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.24it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.01it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.39it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.20it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.40it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.23it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.52it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.37it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.75it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.59it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.08it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.95it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.80it/s, v_num=ld_1, val_loss=2.340, train_loss=2.260]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.46it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 66.80it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 65.50it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.44it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.61it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.27it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.79it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.79it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.43it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.95it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.65it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.27it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.03it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.55it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.31it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.92it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.74it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.71it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.54it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.90it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.75it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.22it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.09it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.09it/s, v_num=ld_1, val_loss=2.340, train_loss=2.230]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.78it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 70.99it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 69.62it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.58it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.46it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.94it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.84it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.47it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.76it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.46it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.52it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.28it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.45it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.24it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.62it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.44it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.90it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.73it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.43it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.27it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.57it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.42it/s, v_num=ld_1, val_loss=2.340, train_loss=2.220]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.37it/s, v_num=ld_1, val_loss=2.370, train_loss=2.220]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.04it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 68.14it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 66.82it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.91it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.28it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.93it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.49it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.54it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.20it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.17it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.89it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.38it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.14it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.66it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.44it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.94it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.76it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.11it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.95it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.16it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.01it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.89it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.73it/s, v_num=ld_1, val_loss=2.370, train_loss=2.190]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.42it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.09it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 63.90it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 62.56it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.47it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.67it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.30it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.84it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.16it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.81it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.90it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.61it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.86it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.62it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.08it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.87it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.45it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.27it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.74it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.58it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.04it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.88it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.39it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.26it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.30it/s, v_num=ld_1, val_loss=2.350, train_loss=2.190]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.96it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 68.21it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 66.65it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.15it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.46it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.80it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.31it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.13it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.76it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.58it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.27it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.33it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.08it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.69it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.48it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.37it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.18it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.50it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.34it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.70it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.54it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.80it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.65it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.60it/s, v_num=ld_1, val_loss=2.350, train_loss=2.180]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.27it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 66.93it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 65.52it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.39it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.65it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.69it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.17it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.13it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.75it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.44it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.14it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.99it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.75it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.36it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.15it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.44it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.21it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.31it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.14it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.60it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.46it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.16it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.03it/s, v_num=ld_1, val_loss=2.350, train_loss=2.160]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.24it/s, v_num=ld_1, val_loss=2.420, train_loss=2.160]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.91it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 70.54it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 69.14it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.12it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.39it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.62it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.31it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.91it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.00it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.69it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.03it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.76it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.08it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.87it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.26it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.19it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.84it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.69it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.99it/s, v_num=ld_1, val_loss=2.420, train_loss=2.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.70it/s, v_num=ld_1, val_loss=2.380, train_loss=2.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.37it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 68.60it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 67.23it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.61it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.91it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.15it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.42it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.02it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.81it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.52it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.07it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.51it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.31it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.88it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.70it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.11it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.94it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.23it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.07it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.03it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.89it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.48it/s, v_num=ld_1, val_loss=2.320, train_loss=2.170]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.15it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 70.67it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 69.31it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.62it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.93it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.94it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.79it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.88it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.59it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.42it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.17it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.50it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.29it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.61it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.42it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.72it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.55it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.85it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.18it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.05it/s, v_num=ld_1, val_loss=2.320, train_loss=2.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.23it/s, v_num=ld_1, val_loss=2.310, train_loss=2.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.88it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 72.57it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 70.94it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.91it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.19it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.13it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.68it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.38it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.11it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.87it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.45it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.24it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.49it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.69it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.52it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.92it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.110]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.09it/s, v_num=ld_1, val_loss=2.330, train_loss=2.110]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.76it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 71.76it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 70.37it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.45it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.62it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.91it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.44it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.32it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.96it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.85it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.55it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.54it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.25it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.07it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.85it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.39it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.74it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.50it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.52it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.37it/s, v_num=ld_1, val_loss=2.330, train_loss=2.080]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.02it/s, v_num=ld_1, val_loss=2.340, train_loss=2.080]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.70it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 66.10it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 64.73it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.29it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.63it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.86it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.39it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.96it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.62it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.43it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.09it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.85it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.35it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.60it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.41it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.93it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.77it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.86it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.71it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.25it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.060]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.84it/s, v_num=ld_1, val_loss=2.370, train_loss=2.060]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.52it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 68.92it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 67.55it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.51it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.81it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.50it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.01it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.85it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.46it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.57it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.27it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.26it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.01it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.07it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.85it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.10it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.87it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.16it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.00it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.40it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.26it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.31it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.18it/s, v_num=ld_1, val_loss=2.370, train_loss=2.040]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.24it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.92it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 67.80it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 66.36it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.53it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.79it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.22it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.68it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.48it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.11it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.34it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.05it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.68it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.44it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.97it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.72it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.21it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.03it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.46it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.29it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.42it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.28it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.57it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.42it/s, v_num=ld_1, val_loss=2.400, train_loss=2.040]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.92it/s, v_num=ld_1, val_loss=2.500, train_loss=2.040]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.64it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 62.55it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 61.15it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.45it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.82it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.20it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.59it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.52it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.20it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.71it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.43it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.47it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.24it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.03it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.83it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.06it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.88it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.53it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.37it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.87it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.72it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.25it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.12it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.23it/s, v_num=ld_1, val_loss=2.500, train_loss=2.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.91it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 67.96it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 66.50it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.54it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.79it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.19it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.70it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.55it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.16it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.06it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.78it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.62it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.39it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.71it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.50it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.97it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.79it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.95it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.78it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.10it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.95it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.42it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.28it/s, v_num=ld_1, val_loss=2.500, train_loss=2.030]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.10it/s, v_num=ld_1, val_loss=2.580, train_loss=2.030]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.77it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 69.12it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 67.79it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.57it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.82it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.43it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.95it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.39it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.04it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.77it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.44it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.12it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.88it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.60it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.35it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.88it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.57it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.82it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.69it/s, v_num=ld_1, val_loss=2.580, train_loss=2.020]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.49it/s, v_num=ld_1, val_loss=2.460, train_loss=2.020]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.17it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 70.75it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 69.34it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.54it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.81it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.81it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.31it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.11it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.14it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.87it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.48it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.23it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.82it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.61it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.05it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.87it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.32it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.16it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.57it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.40it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.55it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.42it/s, v_num=ld_1, val_loss=2.460, train_loss=2.140]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.00it/s, v_num=ld_1, val_loss=2.740, train_loss=2.140]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.68it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 70.93it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.61it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.88it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.89it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.20it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.82it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.25it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.95it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.69it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.45it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.79it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.58it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.85it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.66it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.63it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.77it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.62it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.96it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=2.740, train_loss=2.030]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.98it/s, v_num=ld_1, val_loss=2.790, train_loss=2.030]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.64it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 70.58it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 69.21it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.23it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.36it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.89it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.02it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.67it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.50it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.17it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.78it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.53it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.90it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.69it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.56it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.63it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.46it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.65it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.50it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.66it/s, v_num=ld_1, val_loss=2.790, train_loss=2.000]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.89it/s, v_num=ld_1, val_loss=2.670, train_loss=2.000]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.53it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 71.45it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 70.05it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.90it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.17it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.15it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.25it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.91it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.38it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.11it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.01it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.78it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.52it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.32it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.85it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.68it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.67it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.51it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.81it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.66it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.19it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.06it/s, v_num=ld_1, val_loss=2.670, train_loss=2.010]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.49it/s, v_num=ld_1, val_loss=2.710, train_loss=2.010]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.16it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 72.34it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 70.92it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.62it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.88it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.58it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.06it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.69it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.32it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.70it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.41it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.97it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.73it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.79it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.59it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.73it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.55it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.61it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.45it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.24it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.09it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.46it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.33it/s, v_num=ld_1, val_loss=2.710, train_loss=1.960]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.59it/s, v_num=ld_1, val_loss=2.570, train_loss=1.960]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.27it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 71.90it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 70.50it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.78it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.07it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.69it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.89it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.87it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.46it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.38it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.09it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.56it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.30it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.80it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.60it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.83it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.66it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.09it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.86it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.27it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.13it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.43it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.30it/s, v_num=ld_1, val_loss=2.570, train_loss=2.030]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.83it/s, v_num=ld_1, val_loss=2.590, train_loss=2.030]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.50it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 71.01it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.55it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.87it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.38it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.30it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.94it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.19it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.89it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.47it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.43it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.22it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.18it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.21it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.18it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.02it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.20it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.06it/s, v_num=ld_1, val_loss=2.590, train_loss=1.970]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.37it/s, v_num=ld_1, val_loss=2.690, train_loss=1.970]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.03it/s, v_num=ld_1, val_loss=2.690, train_loss=2.060]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.56it/s, v_num=ld_1, val_loss=2.690, train_loss=2.060]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.6955839395523071
      Accuracy_val          0.24550898373126984
        val_loss            2.6895949840545654
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 30.81it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 30.33it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 34.48it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 34.19it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.29it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.11it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.62it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.50it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 45.18it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 45.07it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 48.21it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 48.11it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 50.63it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 50.53it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.65it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.56it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.20it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.11it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.53it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.44it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.80it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.70it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.58it/s, v_num=ld_2, val_loss=2.410]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.34it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 67.63it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 66.23it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.40it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.70it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.20it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.69it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.24it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.11it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.85it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.32it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.10it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.88it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.77it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.12it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.96it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.52it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.38it/s, v_num=ld_2, val_loss=2.410, train_loss=80.60]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.22it/s, v_num=ld_2, val_loss=2.280, train_loss=80.60]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.89it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 68.19it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.99it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.42it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.96it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.09it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.74it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.45it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.56it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.31it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.41it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.19it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.48it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.28it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.26it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.09it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.18it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.97it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.30it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=2.280, train_loss=2.370]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.65it/s, v_num=ld_2, val_loss=2.300, train_loss=2.370]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.30it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 68.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.21it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.79it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.27it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.58it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.21it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.12it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.82it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.29it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.79it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.55it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.87it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.68it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.04it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.87it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.92it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.77it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.29it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.16it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.54it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.18it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 72.40it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 70.95it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.50it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.43it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.89it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.03it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.63it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.45it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.15it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.69it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.43it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.66it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.42it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.73it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.53it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.84it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.67it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.89it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.84it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.70it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.09it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 71.10it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 69.69it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.91it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.17it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.15it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.65it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.07it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.61it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.30it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.13it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.88it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.46it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.25it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.61it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.43it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.81it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.64it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.81it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.66it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.83it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.68it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.78it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.42it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 70.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 69.01it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.97it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.23it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.49it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.94it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.03it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.66it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.16it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.98it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.60it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.43it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.65it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.99it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.34it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.20it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.61it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.29it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.96it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 71.15it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 69.75it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.27it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.34it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.82it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.51it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.12it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.95it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.65it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.31it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.04it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.28it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.17it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.95it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.59it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.42it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.28it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.73it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.52it/s, v_num=ld_2, val_loss=2.300, train_loss=2.270]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.82it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.49it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 68.77it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 67.42it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.23it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.21it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.64it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.39it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.02it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.56it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.26it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.18it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.94it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.49it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.28it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.94it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.78it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.80it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.26it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.13it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.94it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.63it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 71.09it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.19it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.46it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.02it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.49it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.13it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.66it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.40it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.10it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.34it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.08it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.37it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.14it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.97it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.78it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.91it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.73it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.72it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.57it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.28it/s, v_num=ld_2, val_loss=2.290, train_loss=2.260]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.77it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.45it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 68.02it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.61it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.95it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.46it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.45it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.01it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.77it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.47it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.91it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.53it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.70it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.51it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.92it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.91it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.77it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.32it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.18it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.70it/s, v_num=ld_2, val_loss=2.280, train_loss=2.250]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.32it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 68.50it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.83it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.83it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.57it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.11it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.20it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.83it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.18it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.88it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.97it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.16it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.94it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.92it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.73it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.31it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.14it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.10it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.97it/s, v_num=ld_2, val_loss=2.280, train_loss=2.230]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.80it/s, v_num=ld_2, val_loss=2.350, train_loss=2.230]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.45it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 72.06it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 70.52it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.26it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.23it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.87it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.73it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.44it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.02it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.75it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.11it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.89it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.03it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.82it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.51it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.53it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.36it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.75it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.61it/s, v_num=ld_2, val_loss=2.350, train_loss=2.200]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.56it/s, v_num=ld_2, val_loss=2.370, train_loss=2.200]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.22it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 70.68it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 69.28it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.56it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.99it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.45it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.11it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.79it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.27it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.01it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.41it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.18it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.24it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.03it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.15it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.96it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.61it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.45it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.95it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.80it/s, v_num=ld_2, val_loss=2.370, train_loss=2.170]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.23it/s, v_num=ld_2, val_loss=2.590, train_loss=2.170]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.88it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 67.78it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 66.40it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.30it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.57it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.22it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.72it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.54it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.13it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.38it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.05it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.31it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.85it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.62it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.08it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.14it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.96it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.38it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.22it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.40it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.26it/s, v_num=ld_2, val_loss=2.590, train_loss=2.230]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.97it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.66it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 71.24it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 69.77it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.64it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.06it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.55it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.44it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.06it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.66it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.36it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.34it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.08it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.50it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.28it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.70it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.51it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.90it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.74it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.02it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.86it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.27it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.13it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.29it/s, v_num=ld_2, val_loss=2.600, train_loss=2.090]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.94it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 69.23it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.68it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.82it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.54it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.01it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.19it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.22it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.65it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.86it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.68it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.48it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.73it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.66it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.49it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.91it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.77it/s, v_num=ld_2, val_loss=2.600, train_loss=2.020]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.78it/s, v_num=ld_2, val_loss=2.390, train_loss=2.020]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.50it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 71.96it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 70.49it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.49it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.74it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.53it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.05it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.06it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.68it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.67it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.37it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.75it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.49it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.44it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.22it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.54it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.35it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.15it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.98it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.89it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.23it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.09it/s, v_num=ld_2, val_loss=2.390, train_loss=1.930]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.38it/s, v_num=ld_2, val_loss=2.260, train_loss=1.930]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.01it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 70.23it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 68.81it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.62it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.89it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.27it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.34it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.95it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.72it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.36it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.90it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.15it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.93it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.30it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.10it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.46it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.28it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.16it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.63it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.48it/s, v_num=ld_2, val_loss=2.260, train_loss=1.820]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.33it/s, v_num=ld_2, val_loss=2.490, train_loss=1.820]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.95it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 68.37it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 66.67it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.96it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.81it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.36it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.92it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.56it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.26it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.97it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.82it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.58it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.46it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.24it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.29it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.06it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.44it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.27it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.60it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.70it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.55it/s, v_num=ld_2, val_loss=2.490, train_loss=1.690]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.99it/s, v_num=ld_2, val_loss=2.140, train_loss=1.690]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.64it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 70.82it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 69.19it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.59it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.24it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.68it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.78it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.40it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.25it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.94it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.96it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.71it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.23it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.01it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.08it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.89it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.09it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.92it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.31it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.16it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.64it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.45it/s, v_num=ld_2, val_loss=2.140, train_loss=1.620]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.52it/s, v_num=ld_2, val_loss=2.190, train_loss=1.620]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.17it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 70.29it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 68.96it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.42it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.73it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.38it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.84it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.73it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.33it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.51it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.20it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.77it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.52it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.10it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.86it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.88it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.69it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.06it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.87it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.09it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.87it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.73it/s, v_num=ld_2, val_loss=2.190, train_loss=1.530]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.11it/s, v_num=ld_2, val_loss=2.310, train_loss=1.530]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.78it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 68.76it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 67.42it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.62it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.90it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.14it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.66it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.89it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.52it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.44it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.14it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.37it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.12it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.37it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.81it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.51it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.56it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.40it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.43it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.30it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.71it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.58it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.86it/s, v_num=ld_2, val_loss=2.310, train_loss=1.410]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.50it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 71.48it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 69.78it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.81it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.06it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.19it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.74it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.35it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.49it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.93it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.66it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.02it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.79it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.04it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.84it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.98it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.14it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.98it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.40it/s, v_num=ld_2, val_loss=2.310, train_loss=1.370]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.85it/s, v_num=ld_2, val_loss=2.750, train_loss=1.370]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.52it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 72.05it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 70.62it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.07it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.56it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.07it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.94it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.56it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.42it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.10it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.91it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.66it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.19it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.97it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.40it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.18it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.44it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.26it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.47it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.30it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.27it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.12it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.12it/s, v_num=ld_2, val_loss=2.750, train_loss=1.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.77it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 69.39it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 67.03it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.96it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.47it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.47it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.09it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.49it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.18it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.20it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.57it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.34it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.70it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.93it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.75it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.13it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.97it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.46it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=2.750, train_loss=7.990]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.60it/s, v_num=ld_2, val_loss=2.160, train_loss=7.990]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.26it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 71.53it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 70.06it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.85it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.13it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.67it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.89it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.11it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.78it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.92it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.45it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.22it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.10it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.91it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.27it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.09it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.99it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.25it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.10it/s, v_num=ld_2, val_loss=2.160, train_loss=1.810]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.55it/s, v_num=ld_2, val_loss=2.100, train_loss=1.810]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.19it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 69.35it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 67.74it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.18it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.37it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.94it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.31it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.08it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.76it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.56it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.30it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.72it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.31it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.12it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.29it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.12it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.49it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.09it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.95it/s, v_num=ld_2, val_loss=2.100, train_loss=1.700]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.31it/s, v_num=ld_2, val_loss=2.180, train_loss=1.700]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.96it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 73.44it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 71.88it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.14it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.40it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.42it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.89it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.17it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.71it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.98it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.65it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.99it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.73it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.12it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.89it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.15it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.94it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.08it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.89it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.19it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.03it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.48it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.34it/s, v_num=ld_2, val_loss=2.180, train_loss=1.560]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.49it/s, v_num=ld_2, val_loss=2.170, train_loss=1.560]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.12it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 68.37it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 66.99it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.13it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.39it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.19it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.65it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.01it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.63it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.53it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.22it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.71it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.46it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.01it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.78it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.16it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.97it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.49it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.73it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.58it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.76it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.62it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.79it/s, v_num=ld_2, val_loss=2.170, train_loss=1.480]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.43it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 71.14it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.24it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.43it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.09it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.55it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.80it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.78it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.39it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.15it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.69it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.86it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.68it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.86it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.29it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.15it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.49it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.36it/s, v_num=ld_2, val_loss=2.170, train_loss=1.370]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.93it/s, v_num=ld_2, val_loss=2.420, train_loss=1.370]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.54it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 72.33it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 70.63it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.23it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.54it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.68it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.20it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.62it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.24it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.06it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.76it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.18it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.93it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.45it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.24it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.41it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.22it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.39it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.21it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.50it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.33it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.82it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.67it/s, v_num=ld_2, val_loss=2.420, train_loss=1.290]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.80it/s, v_num=ld_2, val_loss=2.650, train_loss=1.290]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.45it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 69.62it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 68.26it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.99it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.26it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.94it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.37it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.97it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.38it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.54it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.30it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.04it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.82it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.51it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.31it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.15it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.56it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.40it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.96it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.83it/s, v_num=ld_2, val_loss=2.650, train_loss=1.240]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.41it/s, v_num=ld_2, val_loss=2.260, train_loss=1.240]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.07it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 73.25it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 71.82it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.23it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.25it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.64it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.50it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.11it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.97it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.67it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.49it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.24it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.88it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.65it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.04it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.84it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.27it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.08it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.88it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.72it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.90it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.74it/s, v_num=ld_2, val_loss=2.260, train_loss=1.310]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.11it/s, v_num=ld_2, val_loss=2.170, train_loss=1.310]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.78it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 68.44it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 67.07it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.29it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.56it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.16it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.67it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.26it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.92it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.62it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.57it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.33it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.00it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.79it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.31it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.11it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.45it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.27it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.67it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.51it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.62it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.48it/s, v_num=ld_2, val_loss=2.170, train_loss=1.360]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.77it/s, v_num=ld_2, val_loss=2.380, train_loss=1.360]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.43it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 72.08it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 70.56it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.10it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.29it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.22it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.67it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.58it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.18it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.58it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.22it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.66it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.37it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.74it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.51it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.05it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.83it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.35it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.17it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.95it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.79it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.39it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.25it/s, v_num=ld_2, val_loss=2.380, train_loss=1.190]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.68it/s, v_num=ld_2, val_loss=2.690, train_loss=1.190]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.35it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 72.09it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 70.63it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.13it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.46it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.23it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.85it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.49it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.34it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.05it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.70it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.46it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.33it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.12it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.46it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.28it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.52it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.33it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.92it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.78it/s, v_num=ld_2, val_loss=2.690, train_loss=1.200]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.16it/s, v_num=ld_2, val_loss=2.790, train_loss=1.200]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.80it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 66.33it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 65.01it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.61it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.88it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.51it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.03it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.57it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.19it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.19it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.85it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.60it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.34it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.04it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.82it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.25it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.05it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.01it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.83it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.23it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.07it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.80it/s, v_num=ld_2, val_loss=2.790, train_loss=1.170]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.39it/s, v_num=ld_2, val_loss=2.740, train_loss=1.170]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.06it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 71.61it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 70.22it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.73it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.00it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.33it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.82it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.23it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.87it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.69it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.33it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.68it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.41it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.09it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.12it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.92it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.31it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.14it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.08it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.90it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.23it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.07it/s, v_num=ld_2, val_loss=2.740, train_loss=1.070]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.30it/s, v_num=ld_2, val_loss=2.870, train_loss=1.070]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.95it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 65.57it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 64.22it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.94it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.20it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.44it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.94it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.53it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.35it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.04it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.98it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.72it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.26it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.60it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.41it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.00it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.91it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.21it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.870, train_loss=0.999]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.81it/s, v_num=ld_2, val_loss=2.780, train_loss=0.999]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.48it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 71.43it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.31it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.03it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.52it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.74it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.36it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.31it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.04it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.46it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.20it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.99it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.77it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.42it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.20it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.74it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.56it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.92it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.32it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.17it/s, v_num=ld_2, val_loss=2.780, train_loss=0.950]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.65it/s, v_num=ld_2, val_loss=2.400, train_loss=0.950]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.28it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 64.62it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 63.39it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.98it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.37it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.02it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.58it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.42it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.08it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.44it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.17it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.40it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.16it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.50it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.63it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.45it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.92it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.76it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.03it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.21it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.08it/s, v_num=ld_2, val_loss=2.400, train_loss=0.921]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.56it/s, v_num=ld_2, val_loss=2.630, train_loss=0.921]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.23it/s, v_num=ld_2, val_loss=2.630, train_loss=1.010]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.78it/s, v_num=ld_2, val_loss=2.630, train_loss=1.010]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.801367998123169
      Accuracy_val          0.46987950801849365
        val_loss             2.626554489135742
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model TabularCrossmodalMultiheadAttention

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 45.53it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 44.84it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 49.74it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 49.38it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.17it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.91it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.40it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.19it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.73it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.56it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.10it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.88it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.51it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.40it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.94it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.83it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.01it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.89it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.03it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.94it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.16it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.06it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.66it/s, v_num=ld_0, val_loss=1.830]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.47it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 57.01it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 56.05it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.08it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.57it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.11it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.75it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.83it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.54it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.12it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.91it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.29it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.12it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.41it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.27it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.54it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.41it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.66it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.55it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.52it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.42it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.63it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.55it/s, v_num=ld_0, val_loss=1.830, train_loss=2.180]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.28it/s, v_num=ld_0, val_loss=1.380, train_loss=2.180]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.06it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 56.23it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 55.30it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.94it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.46it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.27it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.92it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.59it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.33it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.76it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.56it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.84it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.65it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.57it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.42it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.70it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.57it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.75it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.63it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.74it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.64it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.64it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.55it/s, v_num=ld_0, val_loss=1.380, train_loss=1.460]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.54it/s, v_num=ld_0, val_loss=1.790, train_loss=1.460]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.34it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 57.69it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 56.69it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.71it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.22it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.84it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.51it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.03it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.77it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.98it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.77it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.33it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.16it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.31it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.16it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.32it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.19it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.30it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.18it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.35it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.25it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.58it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.48it/s, v_num=ld_0, val_loss=1.790, train_loss=0.928]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.01it/s, v_num=ld_0, val_loss=1.220, train_loss=0.928]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.80it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 56.60it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 55.61it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.13it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.58it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.39it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.05it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.53it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.28it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.59it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.39it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.01it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.85it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.25it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.11it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.40it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.28it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.52it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.41it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.58it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.48it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.69it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.59it/s, v_num=ld_0, val_loss=1.220, train_loss=0.694]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.27it/s, v_num=ld_0, val_loss=1.160, train_loss=0.694]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.05it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 53.09it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 52.18it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.99it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.52it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.78it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.46it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.00it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.73it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.27it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.07it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.41it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.24it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.59it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.45it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.11it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.99it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.97it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.86it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.10it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.00it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.44it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.35it/s, v_num=ld_0, val_loss=1.160, train_loss=0.499]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.38it/s, v_num=ld_0, val_loss=1.220, train_loss=0.499]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.19it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 56.94it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 56.00it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.50it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.04it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.14it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.81it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.39it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.14it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.58it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.38it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.77it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.60it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.76it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.61it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.40it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.28it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.49it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.38it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.49it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.39it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.65it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.56it/s, v_num=ld_0, val_loss=1.220, train_loss=0.375]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.53it/s, v_num=ld_0, val_loss=1.240, train_loss=0.375]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.34it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 54.75it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 53.87it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.81it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.31it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.77it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.47it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.68it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.46it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.19it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.01it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.37it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.21it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.41it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.26it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.40it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.27it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.40it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.27it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.07it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.97it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.27it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.18it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.11it/s, v_num=ld_0, val_loss=1.240, train_loss=0.321]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.90it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 56.47it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 55.51it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.81it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.32it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.48it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.10it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.63it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.39it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.87it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.67it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.05it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.89it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.45it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.29it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.71it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.59it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.10it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.99it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.37it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.28it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.12it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.04it/s, v_num=ld_0, val_loss=1.240, train_loss=0.243]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.13it/s, v_num=ld_0, val_loss=0.953, train_loss=0.243]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.93it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 55.04it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 54.11it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.15it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.67it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.30it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.97it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.04it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.76it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.91it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.71it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.29it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.12it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.16it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.02it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.15it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.03it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.24it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.13it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.77it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.68it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.30it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.21it/s, v_num=ld_0, val_loss=0.953, train_loss=0.162]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.49it/s, v_num=ld_0, val_loss=1.150, train_loss=0.162]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.30it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 57.34it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 56.39it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.74it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.26it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.67it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.32it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.63it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.36it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.47it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.27it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.66it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.48it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.70it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.55it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.72it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.58it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.51it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.39it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.50it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.40it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.69it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.60it/s, v_num=ld_0, val_loss=1.150, train_loss=0.123]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.48it/s, v_num=ld_0, val_loss=1.050, train_loss=0.123]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.28it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 53.40it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 52.50it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.07it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.61it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.84it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.53it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.20it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.96it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.16it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.96it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.57it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.42it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.89it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.76it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.44it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.31it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.36it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.24it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.49it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.37it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.73it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.64it/s, v_num=ld_0, val_loss=1.050, train_loss=0.075]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.53it/s, v_num=ld_0, val_loss=1.170, train_loss=0.075]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.33it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 56.24it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 55.30it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.80it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.30it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.34it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.00it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.72it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.47it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.11it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.89it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.35it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.19it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.58it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.44it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.79it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.65it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.56it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.46it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.75it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.66it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.07it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.97it/s, v_num=ld_0, val_loss=1.170, train_loss=0.0264]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.78it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0264]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.56it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 56.32it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 55.24it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.59it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.09it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.72it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.40it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.27it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.03it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.71it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.48it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.81it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.64it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.79it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.64it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.79it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.65it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.81it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.69it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.46it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.36it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.74it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.65it/s, v_num=ld_0, val_loss=1.100, train_loss=0.021]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.77it/s, v_num=ld_0, val_loss=1.070, train_loss=0.021]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.55it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 55.68it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 54.65it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.43it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.96it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.63it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.30it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.84it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.58it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.42it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.20it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.15it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.98it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.97it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.82it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.88it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.74it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.85it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.73it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.90it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.79it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.87it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.78it/s, v_num=ld_0, val_loss=1.070, train_loss=0.023]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.08it/s, v_num=ld_0, val_loss=1.180, train_loss=0.023]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.88it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 55.35it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 54.44it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.27it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.79it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.40it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.09it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.70it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.46it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.41it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.22it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.65it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.52it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.73it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.59it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.60it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.48it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.35it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.24it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.40it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.30it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.57it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.48it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00918]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.20it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00918]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.01it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 55.36it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 54.43it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.93it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.43it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.92it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.59it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.73it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.48it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.96it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.76it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.63it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.47it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.86it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.72it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.01it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.89it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.22it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.12it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.25it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.16it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.63it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.54it/s, v_num=ld_0, val_loss=1.290, train_loss=0.00767]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.29it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00767]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.07it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 50.59it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 49.83it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.25it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 51.81it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.20it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.88it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.87it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.63it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.39it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.21it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.77it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.61it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.09it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.94it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.39it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.26it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.39it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.28it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.34it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.24it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.60it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.51it/s, v_num=ld_0, val_loss=1.200, train_loss=0.00707]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.91it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00707]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.72it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 54.83it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 54.00it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.40it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.99it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.19it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.89it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.94it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.69it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.10it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.90it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.28it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.11it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.51it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.36it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.74it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.62it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.56it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.45it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.82it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.72it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.14it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.05it/s, v_num=ld_0, val_loss=1.420, train_loss=0.00558]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.37it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00558]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.18it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 55.96it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 55.03it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.43it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.96it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.04it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.69it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.56it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.33it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.96it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.77it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.09it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.87it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.06it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.92it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.06it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.93it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.91it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.80it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.28it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.17it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.53it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.44it/s, v_num=ld_0, val_loss=1.230, train_loss=0.00312]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.37it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00312]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.17it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 55.69it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 54.75it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.98it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.50it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.54it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.23it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.11it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.83it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.79it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.59it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.01it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.85it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.20it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.06it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.38it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.25it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.62it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.52it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.81it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.72it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.89it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.79it/s, v_num=ld_0, val_loss=1.180, train_loss=0.00241]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.88it/s, v_num=ld_0, val_loss=1.340, train_loss=0.00241]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.68it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 55.41it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 54.50it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.62it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.12it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.01it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.66it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.20it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.96it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.26it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.08it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.92it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.76it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.10it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.95it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.17it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.04it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.19it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.08it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.23it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.13it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.59it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.50it/s, v_num=ld_0, val_loss=1.340, train_loss=0.000774]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.25it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000774]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.06it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 56.40it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 55.51it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.22it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.76it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.41it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.09it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.28it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.03it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.16it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.95it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.76it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.59it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.76it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.61it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.74it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.61it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.74it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.63it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.84it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.72it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.05it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.96it/s, v_num=ld_0, val_loss=1.350, train_loss=0.000881]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.84it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000881]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.63it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 53.95it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 53.11it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.52it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.07it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.83it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.53it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.45it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.22it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.97it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.77it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.32it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.16it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.61it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.48it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.37it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.25it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.38it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.27it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.43it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.31it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.71it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.62it/s, v_num=ld_0, val_loss=1.310, train_loss=0.000475]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.30it/s, v_num=ld_0, val_loss=1.290, train_loss=0.000475]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.12it/s, v_num=ld_0, val_loss=1.290, train_loss=0.000425]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.87it/s, v_num=ld_0, val_loss=1.290, train_loss=0.000425]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.971598207950592
      Accuracy_val           0.772455096244812
        val_loss             1.288743019104004
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 26.14it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 25.78it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 28.86it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 28.73it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 34.24it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 34.11it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 37.92it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 37.82it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 40.73it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 40.63it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 42.75it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 42.65it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 44.35it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 44.27it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 45.62it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 45.55it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 46.59it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 46.52it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 47.16it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 47.09it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.90it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.85it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 42.27it/s, v_num=ld_1, val_loss=1.920]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 42.12it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 55.52it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 54.63it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.80it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.36it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.69it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.38it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.50it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.27it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.00it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.82it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.30it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.13it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.07it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.92it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.56it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.43it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.09it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.98it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.12it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.01it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.30it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.21it/s, v_num=ld_1, val_loss=1.920, train_loss=2.210]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.28it/s, v_num=ld_1, val_loss=1.510, train_loss=2.210]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.07it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 54.26it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 53.37it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.23it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.77it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.11it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.78it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.12it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.88it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.24it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.05it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.54it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.38it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.82it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.68it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.99it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.87it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.22it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.11it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.12it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.02it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.49it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.41it/s, v_num=ld_1, val_loss=1.510, train_loss=1.510]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.37it/s, v_num=ld_1, val_loss=1.370, train_loss=1.510]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.15it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 56.01it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 55.03it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.80it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.26it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.97it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.63it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.55it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.29it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.71it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.49it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.69it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.52it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.82it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.68it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.03it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.90it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.20it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.09it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.26it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.16it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.86it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.77it/s, v_num=ld_1, val_loss=1.370, train_loss=1.030]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.91it/s, v_num=ld_1, val_loss=1.210, train_loss=1.030]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.72it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 56.74it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 55.86it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.93it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.47it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.28it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.94it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.39it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.14it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.24it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.04it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.82it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.64it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.96it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.82it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.14it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.01it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.26it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.15it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.32it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.22it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.59it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.50it/s, v_num=ld_1, val_loss=1.210, train_loss=0.715]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.17it/s, v_num=ld_1, val_loss=1.180, train_loss=0.715]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.97it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 56.48it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 55.55it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.69it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.20it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.98it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.65it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.28it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.03it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.46it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.26it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.01it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.84it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.20it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.06it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.22it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.09it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.12it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.99it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.15it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.05it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.32it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.22it/s, v_num=ld_1, val_loss=1.180, train_loss=0.518]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.96it/s, v_num=ld_1, val_loss=1.090, train_loss=0.518]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.76it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 53.39it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 52.54it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.08it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.62it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.79it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.47it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.09it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.82it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.23it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.03it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.34it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.17it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.50it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.36it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.22it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.10it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.39it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.28it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.56it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.46it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.84it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.75it/s, v_num=ld_1, val_loss=1.090, train_loss=0.373]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.64it/s, v_num=ld_1, val_loss=1.130, train_loss=0.373]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.43it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 56.06it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 55.04it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.50it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.00it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.76it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.44it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.80it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.55it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.23it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.03it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.53it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.37it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.82it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.68it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.08it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.96it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.81it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.70it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.01it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.91it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.39it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.29it/s, v_num=ld_1, val_loss=1.130, train_loss=0.272]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.32it/s, v_num=ld_1, val_loss=1.230, train_loss=0.272]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.11it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 56.86it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 55.97it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.76it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.31it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.32it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.01it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.07it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.80it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.82it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.62it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.66it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.49it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.59it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.42it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.59it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.47it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.56it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.44it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.23it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.13it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.60it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.50it/s, v_num=ld_1, val_loss=1.230, train_loss=0.240]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.70it/s, v_num=ld_1, val_loss=1.090, train_loss=0.240]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.49it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 56.13it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 55.21it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.19it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.72it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.78it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.46it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.08it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.85it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.38it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.19it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.73it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.56it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.95it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.82it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.74it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.61it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.40it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.28it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.20it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.10it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.98it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.88it/s, v_num=ld_1, val_loss=1.090, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.77it/s, v_num=ld_1, val_loss=1.120, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.56it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 54.98it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 54.01it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.64it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.15it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.01it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.69it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.23it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.98it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.51it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.31it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.94it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.78it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.07it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.93it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.34it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.22it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.42it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.31it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.64it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.55it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.06it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.98it/s, v_num=ld_1, val_loss=1.120, train_loss=0.164]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.60it/s, v_num=ld_1, val_loss=1.450, train_loss=0.164]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.40it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 53.38it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 52.48it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.88it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.38it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.24it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.92it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.55it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.27it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.07it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.88it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.86it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.68it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.08it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.94it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.35it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.22it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.60it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.49it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.77it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.67it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.09it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.00it/s, v_num=ld_1, val_loss=1.450, train_loss=0.154]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.06it/s, v_num=ld_1, val_loss=1.140, train_loss=0.154]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.87it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 54.76it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 53.93it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.15it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.68it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.74it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.42it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.74it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.49it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.67it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.46it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.81it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.64it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.01it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.85it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.47it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.34it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.58it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.46it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.62it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.52it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.84it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.75it/s, v_num=ld_1, val_loss=1.140, train_loss=0.243]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.51it/s, v_num=ld_1, val_loss=1.270, train_loss=0.243]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.30it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 56.31it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 55.35it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.42it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.96it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.75it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.43it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.37it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.13it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.71it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.52it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.07it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.91it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.36it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.22it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.57it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.45it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.41it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.30it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.40it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.30it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.69it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.59it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0855]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.49it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0855]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.27it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 55.67it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 54.62it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.02it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.53it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.42it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.07it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.92it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.67it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.07it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.88it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.34it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.17it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.42it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.28it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.52it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.40it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.67it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.56it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.53it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.43it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.92it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.83it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0639]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.76it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0639]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.55it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 56.54it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 55.47it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.13it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.60it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.95it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.58it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.89it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.62it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.75it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.54it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.81it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.63it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.89it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.74it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.89it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.76it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.99it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.88it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.14it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.04it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.00it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.91it/s, v_num=ld_1, val_loss=1.250, train_loss=0.0277]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.11it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0277]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.91it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 54.35it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 53.45it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.02it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.55it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.73it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.41it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.27it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.02it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.49it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.28it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.01it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.83it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.03it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.89it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.09it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.96it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.14it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.02it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.09it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.98it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.40it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.30it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0208]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.96it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0208]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.71it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 52.14it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 51.27it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.13it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.65it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.72it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.33it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.96it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.73it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.48it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.29it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.19it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.03it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.37it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.23it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.58it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.45it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.73it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.62it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.67it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.56it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.87it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.76it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0074]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.18it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0074]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.99it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 51.94it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 51.05it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.47it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.99it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.91it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.58it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.99it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.73it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.94it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.71it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.92it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.74it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.75it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.61it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.30it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.18it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.17it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.07it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.42it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.32it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.85it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.77it/s, v_num=ld_1, val_loss=1.280, train_loss=0.00371]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.37it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00371]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.18it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 56.97it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 55.96it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.51it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.04it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.49it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.15it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.24it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.00it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.46it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.26it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.54it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.35it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.73it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.56it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.79it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.67it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.42it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.31it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.41it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.31it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.59it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.50it/s, v_num=ld_1, val_loss=1.390, train_loss=0.00171]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.95it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00171]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.75it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 54.84it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 53.93it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.35it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.87it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.06it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.73it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.45it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.20it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.64it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.44it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.82it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.65it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.55it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.39it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.56it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.43it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.51it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.39it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.13it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.01it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.33it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.23it/s, v_num=ld_1, val_loss=1.430, train_loss=0.00123]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.42it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00123]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.21it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 54.49it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 53.53it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.98it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.48it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.21it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.86it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.68it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.43it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.95it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.75it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.00it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.83it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.15it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.00it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.11it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.98it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.98it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.86it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.08it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.98it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.04it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.93it/s, v_num=ld_1, val_loss=1.440, train_loss=0.00107]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.77it/s, v_num=ld_1, val_loss=1.420, train_loss=0.00107]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.59it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 55.15it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 54.13it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.90it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.36it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.70it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.36it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.93it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.67it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.03it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.83it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.57it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.39it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.58it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.43it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.60it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.46it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.47it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.35it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.53it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.42it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.79it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.69it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.76it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000848]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.57it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 55.36it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 54.46it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.59it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.08it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.22it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.85it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.08it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.82it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.29it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.07it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.28it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.10it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.32it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.17it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.38it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.23it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.42it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.31it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.46it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.36it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.74it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.65it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.98it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000684]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.78it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 52.51it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 51.61it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.70it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.23it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.45it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.12it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.77it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.51it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.95it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.75it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.04it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.85it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.86it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.69it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.21it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.05it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.90it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.79it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.80it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.69it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.04it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.94it/s, v_num=ld_1, val_loss=1.420, train_loss=0.000641]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.34it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000641]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.15it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 54.02it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 52.98it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.49it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 51.99it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.86it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.50it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.08it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.83it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.49it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.28it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.58it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.40it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.69it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.54it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.36it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.23it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.87it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.76it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.93it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.82it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.11it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.97it/s, v_num=ld_1, val_loss=1.430, train_loss=0.000562]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.45it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000562]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.24it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 50.76it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 49.82it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.85it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.36it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 50.90it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 50.58it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 51.54it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 51.26it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 51.44it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 51.24it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 51.52it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 51.36it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 51.80it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 51.65it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.90it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.77it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.10it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 51.98it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 51.73it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 51.63it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.02it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.92it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 45.59it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000507]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 45.39it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 52.90it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 51.96it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.03it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.53it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.74it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.41it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.42it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.17it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.74it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.53it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.92it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.75it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.11it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.96it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.32it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.18it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.89it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.76it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.76it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.66it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.69it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.60it/s, v_num=ld_1, val_loss=1.440, train_loss=0.000464]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.22it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000464]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.02it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 53.93it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 53.00it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.98it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.18it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.03it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.71it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.94it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.69it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.94it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.74it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.57it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.40it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.84it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.70it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.23it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.09it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.40it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.29it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.48it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.38it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.67it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.57it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.81it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000418]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.62it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000398]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.36it/s, v_num=ld_1, val_loss=1.450, train_loss=0.000398]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9618048667907715
      Accuracy_val          0.7784430980682373
        val_loss            1.4541451930999756
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 23.66it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 23.28it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 27.31it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 27.18it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 32.45it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 32.33it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 35.83it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 35.71it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 38.27it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 38.17it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 40.00it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 39.91it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 41.25it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 41.17it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 42.46it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 42.38it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 43.44it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 43.37it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 44.31it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 44.24it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 45.11it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 45.04it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 39.86it/s, v_num=ld_2, val_loss=1.920]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 39.73it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 54.06it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 53.07it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.52it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.01it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.56it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.21it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.60it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.30it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.61it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.39it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.90it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.70it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.87it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.72it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.99it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.86it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.12it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.01it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.09it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.98it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.20it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.10it/s, v_num=ld_2, val_loss=1.920, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.49it/s, v_num=ld_2, val_loss=1.190, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.29it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 51.79it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 50.77it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.27it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.77it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.93it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.55it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.89it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.62it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.99it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.78it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.15it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.97it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.16it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.01it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.43it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.30it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.41it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.29it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.46it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.35it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.70it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.61it/s, v_num=ld_2, val_loss=1.190, train_loss=1.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.13it/s, v_num=ld_2, val_loss=1.090, train_loss=1.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.93it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 54.62it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 53.59it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.80it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.29it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.53it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.10it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.60it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.35it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.01it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.80it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.14it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.96it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.21it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.04it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.25it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.12it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.94it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.82it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.07it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.96it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.30it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.21it/s, v_num=ld_2, val_loss=1.090, train_loss=1.090]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.83it/s, v_num=ld_2, val_loss=0.973, train_loss=1.090]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.62it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 54.75it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 53.62it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.58it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.07it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.51it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.15it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 51.63it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 51.39it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 51.70it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 51.52it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.10it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 51.93it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.01it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 51.87it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.89it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.75it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.04it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 51.93it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 51.95it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 51.85it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.17it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.08it/s, v_num=ld_2, val_loss=0.973, train_loss=0.734]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 45.86it/s, v_num=ld_2, val_loss=0.921, train_loss=0.734]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 45.67it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 53.70it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 52.66it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.81it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.29it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.05it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.70it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.55it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.28it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.56it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.36it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.45it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.26it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.30it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.15it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.20it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.07it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.13it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.02it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.11it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.00it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.97it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.87it/s, v_num=ld_2, val_loss=0.921, train_loss=0.623]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.50it/s, v_num=ld_2, val_loss=0.771, train_loss=0.623]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.31it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 54.16it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 53.16it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.41it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.89it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.90it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.39it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.91it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.65it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.83it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.63it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.09it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 51.92it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.28it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.14it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.44it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.31it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.39it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.28it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.26it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.16it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.36it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.28it/s, v_num=ld_2, val_loss=0.771, train_loss=0.365]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 45.70it/s, v_num=ld_2, val_loss=0.992, train_loss=0.365]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 45.51it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 53.65it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 52.69it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.18it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.68it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.22it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.87it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.97it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.67it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.74it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.53it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.29it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.12it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.26it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.11it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.29it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.16it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.38it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.27it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.41it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.30it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.66it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.57it/s, v_num=ld_2, val_loss=0.992, train_loss=0.297]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.00it/s, v_num=ld_2, val_loss=0.994, train_loss=0.297]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.80it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 50.51it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 49.65it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.46it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 51.94it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.13it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.81it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.62it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.37it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.79it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.58it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.88it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.71it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.12it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.98it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.65it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.52it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.60it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.49it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.61it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.51it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.86it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.72it/s, v_num=ld_2, val_loss=0.994, train_loss=0.254]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.11it/s, v_num=ld_2, val_loss=1.130, train_loss=0.254]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.90it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 53.28it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 52.26it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.69it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.22it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.64it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.27it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.25it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.01it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.68it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.48it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.02it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.84it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.15it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.00it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.27it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.13it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.06it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.95it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.20it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.10it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.48it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.39it/s, v_num=ld_2, val_loss=1.130, train_loss=0.320]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.95it/s, v_num=ld_2, val_loss=1.110, train_loss=0.320]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.75it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 53.16it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 52.10it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.64it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.12it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.13it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.74it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.35it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.09it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.52it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.32it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.70it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.51it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.75it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.61it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.91it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.78it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.07it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.94it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.91it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.81it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.14it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.05it/s, v_num=ld_2, val_loss=1.110, train_loss=0.137]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.68it/s, v_num=ld_2, val_loss=1.180, train_loss=0.137]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.48it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 54.69it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 53.70it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.65it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.13it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.69it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.34it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.96it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.70it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.21it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.01it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.27it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.09it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.06it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.90it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.75it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.62it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.66it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.53it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.76it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.66it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.59it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.50it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0965]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.96it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0965]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.76it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 53.99it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 53.00it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.42it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.91it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.59it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.24it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.58it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.33it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.49it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.28it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.01it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.82it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.76it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.57it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.46it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.34it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.39it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.29it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.22it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.12it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.30it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.20it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0549]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.29it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0549]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.10it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 52.41it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 51.33it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.62it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.12it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.93it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.60it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.50it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.25it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.42it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.20it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.17it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.00it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.55it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.41it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.75it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.63it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.89it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.78it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.98it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.88it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.27it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.18it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0469]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.44it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0469]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.26it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 48.88it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 48.03it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.85it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.41it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.58it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.14it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 51.70it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 51.46it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.28it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.09it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.66it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.50it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.86it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.71it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.61it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.48it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.49it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.38it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.55it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.45it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.66it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.56it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0492]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.28it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0492]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.09it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 53.25it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 52.31it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 51.21it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.76it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.80it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.50it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.23it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 51.97it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.36it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.17it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.69it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.53it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.01it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.87it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.02it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.89it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.39it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.27it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.50it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.40it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.69it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.60it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0339]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.32it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0339]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.13it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 53.47it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 52.42it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.56it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.04it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.90it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.53it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.40it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.15it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.67it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.48it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.74it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.58it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.73it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.52it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.74it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.62it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 51.93it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 51.83it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 51.92it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 51.82it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.35it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.26it/s, v_num=ld_2, val_loss=1.650, train_loss=0.0325]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.07it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0325]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 45.82it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 53.04it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 52.12it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.93it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.45it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.18it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.77it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.91it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 52.66it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.25it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.05it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.44it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.27it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.65it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.51it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.78it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.66it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.97it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.86it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.97it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.87it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.88it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.79it/s, v_num=ld_2, val_loss=1.280, train_loss=0.0594]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.27it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0594]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.08it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 54.77it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 53.90it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.05it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.57it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.90it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.55it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.68it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.41it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.38it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.17it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.03it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.86it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.25it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.11it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.37it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.24it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.47it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.35it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.66it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.56it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.96it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.87it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0261]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.13it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0261]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 46.94it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 54.75it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 53.83it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.16it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.67it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.38it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.06it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.46it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.23it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.51it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.33it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.11it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.93it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.25it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.12it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.46it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.35it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.59it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.48it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.52it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.42it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.66it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.56it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0315]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.64it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0315]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.43it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 49.96it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 49.16it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.04it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 51.60it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.19it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.84it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.62it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.38it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.01it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.80it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.33it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 54.17it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.66it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.53it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.32it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.19it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.52it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.41it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.74it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.64it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.20it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.11it/s, v_num=ld_2, val_loss=1.690, train_loss=0.0811]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.35it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0811]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.08it/s, v_num=ld_2, val_loss=1.500, train_loss=0.279]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.79it/s, v_num=ld_2, val_loss=1.500, train_loss=0.279]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9500141143798828
      Accuracy_val          0.6987951993942261
        val_loss            1.5014289617538452
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model TabularDecision

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 56.13it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 55.14it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.43it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.80it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.89it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.44it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.13it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.78it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.95it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.65it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.53it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.29it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.83it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.60it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.42it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.23it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.92it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.75it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.31it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.15it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.98it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.85it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.50it/s, v_num=ld_0, val_loss=1.760]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.16it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 71.82it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 70.03it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.25it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.44it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.81it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.28it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.00it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.57it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.99it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.65it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.09it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.79it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.22it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.96it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.49it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.27it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.77it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.56it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.95it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.77it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.97it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.80it/s, v_num=ld_0, val_loss=1.760, train_loss=2.120]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.93it/s, v_num=ld_0, val_loss=1.100, train_loss=2.120]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.56it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 75.33it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 73.71it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.70it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.73it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.98it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.31it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.10it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.67it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.32it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.96it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.91it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.62it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.08it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.83it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.99it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.76it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.08it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.86it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.12it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.94it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.40it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.23it/s, v_num=ld_0, val_loss=1.100, train_loss=1.230]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.78it/s, v_num=ld_0, val_loss=1.060, train_loss=1.230]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.41it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 75.40it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 73.75it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.80it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.87it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.41it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.84it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.91it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.48it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.16it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.80it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.53it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.10it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.54it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.24it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.33it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.10it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.59it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.39it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.43it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.25it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.83it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.67it/s, v_num=ld_0, val_loss=1.060, train_loss=0.688]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.89it/s, v_num=ld_0, val_loss=0.860, train_loss=0.688]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.55it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 75.70it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 73.49it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.91it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.10it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.54it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.99it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.11it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.68it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.54it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.19it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.80it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.51it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.94it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.68it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.18it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.96it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.10it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.90it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.30it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.13it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.65it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.46it/s, v_num=ld_0, val_loss=0.860, train_loss=0.520]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.91it/s, v_num=ld_0, val_loss=0.800, train_loss=0.520]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.52it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 72.79it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 71.22it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.60it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.75it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.76it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.13it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.65it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.20it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.97it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.61it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.25it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.92it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.38it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.12it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.66it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.44it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.96it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.77it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.81it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.63it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.18it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.02it/s, v_num=ld_0, val_loss=0.800, train_loss=0.303]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.93it/s, v_num=ld_0, val_loss=0.765, train_loss=0.303]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.58it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 74.02it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.34it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.51it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.19it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.64it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.08it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.65it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.73it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.40it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.16it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.87it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.28it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.04it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.54it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.33it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.79it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.59it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.99it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.82it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.80it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.64it/s, v_num=ld_0, val_loss=0.765, train_loss=0.221]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.87it/s, v_num=ld_0, val_loss=1.070, train_loss=0.221]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.48it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 73.41it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.32it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.27it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.67it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.44it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.97it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.72it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.35it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.37it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.07it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.74it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.49it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.18it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.96it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.57it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.38it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.83it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.66it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.08it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.92it/s, v_num=ld_0, val_loss=1.070, train_loss=0.247]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.84it/s, v_num=ld_0, val_loss=0.679, train_loss=0.247]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.39it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 74.76it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 73.20it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.38it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.59it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.64it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.10it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.60it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.19it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.02it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.69it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.32it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.05it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.86it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.63it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.45it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.12it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.98it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.79it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.05it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.87it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.34it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.18it/s, v_num=ld_0, val_loss=0.679, train_loss=0.143]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.88it/s, v_num=ld_0, val_loss=0.901, train_loss=0.143]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.52it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 75.11it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 73.44it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.32it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.46it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.34it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.79it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.06it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.64it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.04it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.70it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.08it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.79it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.85it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.61it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.12it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.90it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.86it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.63it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.07it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.90it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.32it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.17it/s, v_num=ld_0, val_loss=0.901, train_loss=0.139]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.96it/s, v_num=ld_0, val_loss=0.630, train_loss=0.139]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.60it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 76.60it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 74.99it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.50it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.58it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.81it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.23it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.53it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.12it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.86it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.53it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.31it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.03it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.25it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.00it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.50it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.28it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.39it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.18it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.07it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.88it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.38it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.21it/s, v_num=ld_0, val_loss=0.630, train_loss=0.0623]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.69it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0623]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.30it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 75.27it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 73.65it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.95it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.14it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.84it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.28it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.19it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.75it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.36it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.02it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.29it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.01it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.30it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.05it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.48it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.27it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.65it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.46it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.61it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.43it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.61it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.44it/s, v_num=ld_0, val_loss=0.738, train_loss=0.0238]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.37it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0238]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.01it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 77.06it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 75.47it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.86it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.96it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.18it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.62it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.03it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.60it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.68it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.33it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.91it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.59it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.98it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.73it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.76it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.54it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.98it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.79it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.11it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.93it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.43it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.27it/s, v_num=ld_0, val_loss=0.691, train_loss=0.0201]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.74it/s, v_num=ld_0, val_loss=0.766, train_loss=0.0201]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.39it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 74.81it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 73.19it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.98it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.19it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.77it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.23it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.49it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.09it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.65it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.29it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.02it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.74it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.58it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.34it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.50it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.29it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.87it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.67it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.14it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.98it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.66it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.51it/s, v_num=ld_0, val_loss=0.766, train_loss=0.00625]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.27it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00625]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.92it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 78.07it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 76.44it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.00it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.15it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.86it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.30it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.31it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.88it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.13it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.76it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.18it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.88it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.22it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.96it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.23it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.00it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.90it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.70it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.90it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.72it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.10it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.94it/s, v_num=ld_0, val_loss=0.704, train_loss=0.00371]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00371]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.74it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 76.35it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 74.73it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.17it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.31it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.59it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.01it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.78it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.33it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.68it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.34it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.95it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.66it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.19it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.94it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.72it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.51it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.00it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.81it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.42it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.25it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.88it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.73it/s, v_num=ld_0, val_loss=0.702, train_loss=0.00237]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00237]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.06it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 76.69it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 75.04it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.18it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.30it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.67it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.08it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.35it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.84it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.61it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.27it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.83it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.53it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.95it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.69it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.12it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.90it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.27it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.06it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.34it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.16it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.28it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.11it/s, v_num=ld_0, val_loss=0.727, train_loss=0.00154]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.63it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00154]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.27it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 76.93it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 75.29it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.10it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.24it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.58it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.00it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.79it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.33it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.97it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.62it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.58it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.30it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.94it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.70it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.10it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.88it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.04it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.84it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.94it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.76it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.16it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.00it/s, v_num=ld_0, val_loss=0.733, train_loss=0.00121]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.82it/s, v_num=ld_0, val_loss=0.729, train_loss=0.00121]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.46it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 74.21it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.93it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.96it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.66it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.07it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.99it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.54it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.21it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.80it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.34it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.03it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.57it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.32it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.59it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.33it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.65it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.45it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.65it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.47it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.84it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.67it/s, v_num=ld_0, val_loss=0.729, train_loss=0.001]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.65it/s, v_num=ld_0, val_loss=0.742, train_loss=0.001]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.28it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 74.64it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 73.03it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.92it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.10it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.40it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.86it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.18it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.77it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.63it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.30it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.94it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.66it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.33it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.09it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.70it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.49it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.52it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.33it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.72it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.55it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.99it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.83it/s, v_num=ld_0, val_loss=0.742, train_loss=0.000857]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000857]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.62it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 72.65it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 70.87it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.30it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.49it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.00it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.44it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.90it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.49it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.33it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.99it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.65it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.36it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.97it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.73it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.30it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.07it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.50it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.30it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.42it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.25it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.78it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.63it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00075]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.26it/s, v_num=ld_0, val_loss=0.744, train_loss=0.00075]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.89it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 76.56it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 74.96it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.28it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.38it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.71it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.16it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.36it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.93it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.82it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.49it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.77it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.50it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.07it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.83it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.87it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.62it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.23it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.04it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.88it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.70it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.88it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.72it/s, v_num=ld_0, val_loss=0.744, train_loss=0.000653]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.72it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000653]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.38it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 72.17it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.50it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.66it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.51it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.94it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.62it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.16it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.19it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.83it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.74it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.44it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.04it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.76it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.10it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.88it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.29it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.10it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.39it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.22it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.73it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.57it/s, v_num=ld_0, val_loss=0.758, train_loss=0.000598]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.20it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000598]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.82it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 77.05it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 75.42it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.23it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.36it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.50it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.97it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.30it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.88it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.03it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.69it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.01it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.70it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.42it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.16it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.73it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.50it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.66it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.47it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.60it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.42it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.80it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.64it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000525]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.42it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000525]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.04it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 75.84it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 74.23it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.00it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.15it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.97it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.41it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.29it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.84it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.13it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.77it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.96it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.68it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.20it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.95it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.28it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.03it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.16it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.98it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.39it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.22it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.95it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.80it/s, v_num=ld_0, val_loss=0.768, train_loss=0.000475]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.57it/s, v_num=ld_0, val_loss=0.769, train_loss=0.000475]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.22it/s, v_num=ld_0, val_loss=0.769, train_loss=0.000432]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.69it/s, v_num=ld_0, val_loss=0.769, train_loss=0.000432]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9822147488594055
      Accuracy_val          0.8443113565444946
        val_loss            0.7688602209091187
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 31.75it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 31.21it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 36.02it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 35.67it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 39.13it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.98it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 44.53it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 44.38it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 48.54it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 48.41it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 51.77it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 51.65it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.39it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 54.27it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.36it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.26it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.23it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.14it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.67it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.58it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.20it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.11it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.46it/s, v_num=ld_1, val_loss=1.720]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.23it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 74.23it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.25it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.41it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.20it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.64it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.76it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.33it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.97it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.60it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.92it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.62it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.77it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.52it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.83it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.61it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.87it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.66it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.99it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.82it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.34it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.18it/s, v_num=ld_1, val_loss=1.720, train_loss=2.200]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.55it/s, v_num=ld_1, val_loss=1.410, train_loss=2.200]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.20it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 76.22it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 74.61it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.54it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.74it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.45it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.90it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.08it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.67it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.54it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.17it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.80it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.52it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.04it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.80it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.06it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.84it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.27it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.08it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.46it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.29it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.73it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.57it/s, v_num=ld_1, val_loss=1.410, train_loss=1.320]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.85it/s, v_num=ld_1, val_loss=1.320, train_loss=1.320]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.45it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 76.76it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 75.10it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.13it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.29it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.32it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.77it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.74it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.29it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.87it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.52it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.15it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.86it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.30it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.04it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.30it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.08it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.81it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.61it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.88it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.69it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.24it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.07it/s, v_num=ld_1, val_loss=1.320, train_loss=0.960]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.66it/s, v_num=ld_1, val_loss=1.060, train_loss=0.960]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.30it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 77.24it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 75.61it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.47it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.61it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.90it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.33it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.21it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.78it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.66it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.31it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.00it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.72it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.33it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.07it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.55it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.33it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.71it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.51it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.46it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.27it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.51it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.34it/s, v_num=ld_1, val_loss=1.060, train_loss=0.643]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.62it/s, v_num=ld_1, val_loss=1.030, train_loss=0.643]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.25it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 75.97it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 74.11it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.13it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.23it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.76it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.15it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.22it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.75it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.63it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.26it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.62it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.31it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.71it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.44it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.97it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.74it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.18it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.98it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.33it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.11it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.01it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.85it/s, v_num=ld_1, val_loss=1.030, train_loss=0.373]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.35it/s, v_num=ld_1, val_loss=1.020, train_loss=0.373]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.99it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 75.14it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 73.50it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.79it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.94it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.25it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.65it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.61it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.16it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.94it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.58it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.40it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.09it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.53it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.27it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.79it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.58it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.05it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.87it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.25it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.08it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.67it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.52it/s, v_num=ld_1, val_loss=1.020, train_loss=0.235]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.08it/s, v_num=ld_1, val_loss=1.160, train_loss=0.235]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.72it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 78.50it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 76.83it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.34it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.52it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.38it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.82it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.86it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.38it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.79it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.45it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.34it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.05it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.26it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.01it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.74it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.52it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.96it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.77it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.00it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.83it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.01it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.86it/s, v_num=ld_1, val_loss=1.160, train_loss=0.158]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.28it/s, v_num=ld_1, val_loss=1.180, train_loss=0.158]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.90it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 77.03it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 75.38it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.04it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.21it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.34it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.79it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.08it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.66it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.89it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.53it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.79it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.49it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.73it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.48it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.89it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.67it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.51it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.30it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.47it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.28it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.75it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.56it/s, v_num=ld_1, val_loss=1.180, train_loss=0.111]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.94it/s, v_num=ld_1, val_loss=1.170, train_loss=0.111]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.56it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 74.43it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 72.56it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.55it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.75it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.65it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.05it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.05it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.60it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.94it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.63it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.24it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.94it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.13it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.89it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.38it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.16it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.53it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.34it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.26it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.09it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.76it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.60it/s, v_num=ld_1, val_loss=1.170, train_loss=0.0672]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.49it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0672]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.13it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 77.34it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 75.71it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.61it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.74it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.23it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.67it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.04it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.60it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.37it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.82it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.89it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.58it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.54it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.27it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.09it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.86it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.20it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.00it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.38it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.19it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.31it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.13it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0578]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.84it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0578]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.49it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 73.13it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 71.48it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.33it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.47it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.77it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.12it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.15it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.73it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.31it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.97it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.23it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.92it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.62it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.38it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.16it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.95it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.54it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.35it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.76it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.59it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.21it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.06it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0319]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.89it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0319]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.50it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 77.56it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 75.94it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.71it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.76it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.44it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.89it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.09it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.66it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.36it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.01it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.24it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.94it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.27it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.00it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.77it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.54it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.82it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.62it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.82it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.64it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.95it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.71it/s, v_num=ld_1, val_loss=1.270, train_loss=0.016]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.02it/s, v_num=ld_1, val_loss=1.470, train_loss=0.016]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.62it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 76.14it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 74.49it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.42it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.53it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.09it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.51it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.52it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.07it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.83it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.47it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.94it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.63it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.07it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.81it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.32it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.10it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.98it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.78it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.61it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.43it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.97it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.81it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.47it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0127]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.11it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 77.11it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 74.58it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.15it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.33it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.18it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.55it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.27it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.82it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.35it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.92it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.53it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.24it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.81it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.55it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.05it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.83it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.14it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.93it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.80it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.62it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.11it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.95it/s, v_num=ld_1, val_loss=1.470, train_loss=0.0459]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.49it/s, v_num=ld_1, val_loss=1.450, train_loss=0.0459]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.12it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 76.00it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 74.37it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.67it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.82it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.12it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.54it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.77it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.28it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.12it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.77it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.43it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.13it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.55it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.30it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.73it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.51it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.90it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.71it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.96it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.78it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.84it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.67it/s, v_num=ld_1, val_loss=1.450, train_loss=0.034]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.09it/s, v_num=ld_1, val_loss=2.180, train_loss=0.034]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.72it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 76.70it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 75.10it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.13it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.30it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.16it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.58it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.34it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.87it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.20it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.82it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.36it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.05it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.54it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.27it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.62it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.38it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.63it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.41it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.54it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.35it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.79it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.62it/s, v_num=ld_1, val_loss=2.180, train_loss=0.146]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.06it/s, v_num=ld_1, val_loss=1.330, train_loss=0.146]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.69it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 72.27it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 69.99it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.02it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.55it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.04it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.53it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.05it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.95it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.64it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.55it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.56it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.32it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.88it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.67it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.47it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.29it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.95it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.79it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.60it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.45it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0896]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.32it/s, v_num=ld_1, val_loss=1.770, train_loss=0.0896]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.98it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 69.06it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 67.71it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.26it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.50it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.28it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.10it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.68it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.70it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.36it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.89it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.61it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.27it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.01it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.57it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.35it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.60it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.37it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.81it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.64it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.22it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.06it/s, v_num=ld_1, val_loss=1.770, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.81it/s, v_num=ld_1, val_loss=1.500, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.43it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 75.86it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 74.23it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.99it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.04it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.06it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.48it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.70it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.20it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.10it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.74it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.03it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.76it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.92it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.68it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.20it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.99it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.14it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.91it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.95it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.76it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.54it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.39it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0303]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.89it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0303]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.55it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 74.41it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 72.86it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.44it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.58it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.77it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.11it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.07it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.60it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.26it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.91it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.18it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.88it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.41it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.14it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.30it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.07it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.33it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.13it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.54it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.36it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.46it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.30it/s, v_num=ld_1, val_loss=2.070, train_loss=0.0987]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.00it/s, v_num=ld_1, val_loss=1.820, train_loss=0.0987]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.64it/s, v_num=ld_1, val_loss=1.820, train_loss=0.126]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.12it/s, v_num=ld_1, val_loss=1.820, train_loss=0.126]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9584916830062866
      Accuracy_val           0.682634711265564
        val_loss             1.818198323249817
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 30.47it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.91it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 35.05it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 34.70it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.61it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.39it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 43.38it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 43.19it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 47.25it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 47.12it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 50.38it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 50.26it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.68it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.56it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.77it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.66it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.46it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.36it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.06it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.96it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.36it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.27it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.58it/s, v_num=ld_2, val_loss=1.550]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.37it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 74.05it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 72.54it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.48it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.71it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.44it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.91it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.78it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.38it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.91it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.63it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.33it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.69it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.00it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.58it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.92it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=1.550, train_loss=2.080]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.23it/s, v_num=ld_2, val_loss=1.390, train_loss=2.080]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.86it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 76.37it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 74.67it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.36it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.51it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.07it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.64it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.17it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.62it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.98it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.81it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.83it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.11it/s, v_num=ld_2, val_loss=1.390, train_loss=1.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.46it/s, v_num=ld_2, val_loss=1.010, train_loss=1.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.07it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 79.09it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 77.42it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.15it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.55it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.52it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.57it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.52it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.64it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.37it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.68it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.45it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.16it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.97it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=1.010, train_loss=0.880]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.38it/s, v_num=ld_2, val_loss=0.764, train_loss=0.880]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.00it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 74.27it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 72.68it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.20it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.97it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.40it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.76it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.52it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.16it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.90it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.61it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.23it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.98it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.18it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.64it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.88it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.71it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.98it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.83it/s, v_num=ld_2, val_loss=0.764, train_loss=0.500]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.25it/s, v_num=ld_2, val_loss=0.809, train_loss=0.500]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.89it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 77.39it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 75.70it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.07it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.19it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.93it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.30it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.11it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.65it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.34it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.97it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.50it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.61it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.34it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.70it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.47it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.87it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.66it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.96it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.77it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=0.809, train_loss=0.364]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.36it/s, v_num=ld_2, val_loss=0.739, train_loss=0.364]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.98it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 77.55it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 75.76it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.68it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.85it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.44it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.85it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.57it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.28it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.92it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.57it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.27it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.78it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.52it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.75it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.55it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.86it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.68it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.16it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.00it/s, v_num=ld_2, val_loss=0.739, train_loss=0.271]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.02it/s, v_num=ld_2, val_loss=0.703, train_loss=0.271]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.62it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 74.68it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 73.06it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.33it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.47it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.37it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.80it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.78it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.33it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.03it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.67it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.21it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.92it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.54it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.26it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.83it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.60it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.54it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.86it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.68it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.85it/s, v_num=ld_2, val_loss=0.703, train_loss=0.155]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.47it/s, v_num=ld_2, val_loss=0.547, train_loss=0.155]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.97it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 73.34it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 71.80it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.63it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.81it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.56it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.99it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.66it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.46it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.12it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.07it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.44it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.73it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.51it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.87it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.65it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.62it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.43it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.73it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.56it/s, v_num=ld_2, val_loss=0.547, train_loss=0.102]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.73it/s, v_num=ld_2, val_loss=0.566, train_loss=0.102]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.35it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 76.49it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 74.85it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.56it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.68it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.35it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.94it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.95it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.60it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.97it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.67it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.56it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.30it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.67it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.46it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.77it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.58it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.81it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.64it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.86it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=0.566, train_loss=0.0642]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.01it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0642]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.65it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 74.38it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 72.59it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.75it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.95it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.78it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.19it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.54it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.12it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.99it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.64it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.21it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.26it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.96it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.76it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.13it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.24it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.07it/s, v_num=ld_2, val_loss=0.841, train_loss=0.0433]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.33it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0433]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.93it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 77.47it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 75.75it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.78it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.83it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.22it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.45it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.58it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.14it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.57it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.23it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.66it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.34it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.49it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.97it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.76it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.21it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.02it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.22it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.54it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.39it/s, v_num=ld_2, val_loss=0.748, train_loss=0.0317]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.11it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0317]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.75it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 76.18it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.27it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.42it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.03it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.46it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.56it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.11it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.43it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.06it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.21it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.90it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.11it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.85it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.97it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.54it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.34it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.62it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.43it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.92it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.75it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0226]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.27it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0226]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.89it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 74.86it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 73.28it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.03it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.09it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.38it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.82it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.04it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.63it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.22it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.86it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.54it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.26it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.43it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.21it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.07it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.86it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.53it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.34it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.52it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.33it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.84it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0468]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.43it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0468]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.07it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 76.91it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 75.17it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.97it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.08it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.35it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.75it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.91it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.45it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.11it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.72it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.19it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.88it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.38it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.12it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.39it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.15it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.49it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.28it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.60it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.41it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.44it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.27it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0484]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.69it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0484]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.24it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 75.86it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 74.22it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.32it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.46it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.78it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.20it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.22it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.26it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.53it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.44it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.76it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.10it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.92it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.12it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=0.935, train_loss=0.0742]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.02it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0742]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.64it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 76.75it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 75.11it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.80it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.97it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.09it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.48it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.67it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.22it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.24it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.88it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.65it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.35it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.93it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.66it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.71it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.84it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.64it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.99it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.33it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.17it/s, v_num=ld_2, val_loss=1.300, train_loss=0.071]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.47it/s, v_num=ld_2, val_loss=0.778, train_loss=0.071]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.10it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 77.64it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 75.97it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.73it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.85it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.87it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.30it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.34it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.82it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.02it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.73it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.32it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.03it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.35it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.12it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.67it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.86it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.67it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.07it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.90it/s, v_num=ld_2, val_loss=0.778, train_loss=0.167]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.00it/s, v_num=ld_2, val_loss=0.718, train_loss=0.167]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.61it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 76.29it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 74.65it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.00it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.14it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.27it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.68it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.96it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.51it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.39it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.03it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.93it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.67it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.85it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.09it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.30it/s, v_num=ld_2, val_loss=0.718, train_loss=0.112]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=0.831, train_loss=0.112]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.26it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 78.26it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 76.56it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.09it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.21it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.65it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.06it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.00it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.55it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.45it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.10it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.71it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.41it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.85it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.59it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.01it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.79it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.72it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.96it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.78it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.97it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.81it/s, v_num=ld_2, val_loss=0.831, train_loss=0.0569]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0569]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.46it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 76.96it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.59it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.74it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.27it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.76it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.33it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.35it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.53it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.93it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.64it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.06it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.85it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.24it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.05it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.48it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.31it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.75it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.59it/s, v_num=ld_2, val_loss=0.880, train_loss=0.0337]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.63it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0337]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.25it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 79.12it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 77.18it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.88it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.03it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.50it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.92it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.48it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.29it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.48it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.19it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.73it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.47it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.15it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.93it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.75it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.74it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.10it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.94it/s, v_num=ld_2, val_loss=1.010, train_loss=0.0487]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.91it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0487]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.53it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 75.71it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 74.14it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.67it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.33it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.57it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.04it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.12it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.91it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.59it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.68it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.41it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.86it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.83it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.63it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.93it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.38it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.23it/s, v_num=ld_2, val_loss=0.859, train_loss=0.0236]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.45it/s, v_num=ld_2, val_loss=0.881, train_loss=0.0236]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.09it/s, v_num=ld_2, val_loss=0.881, train_loss=0.0196]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.56it/s, v_num=ld_2, val_loss=0.881, train_loss=0.0196]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.978693425655365
      Accuracy_val          0.7710843086242676
        val_loss            0.8811953663825989
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model MCVAE_tab

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 63.49it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 62.32it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.08it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.38it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.36it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.86it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.28it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.84it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.88it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.53it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.06it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.71it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.87it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.62it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.50it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.27it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.98it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.78it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.48it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.30it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.97it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.81it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.93it/s, v_num=ld_0, val_loss=2.100]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.54it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 84.05it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 82.17it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.14it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.10it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.67it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.00it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.01it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.50it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.36it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.13it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.75it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.11it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.80it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.17it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.91it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.32it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.08it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.41it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.20it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.62it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.43it/s, v_num=ld_0, val_loss=2.100, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.23it/s, v_num=ld_0, val_loss=1.840, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.80it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 78.72it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 76.92it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.98it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.02it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.40it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.72it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.08it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.55it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.01it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.70it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.35it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.52it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.22it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.79it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.53it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.97it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.70it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.97it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.75it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.13it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.94it/s, v_num=ld_0, val_loss=1.840, train_loss=2.010]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.98it/s, v_num=ld_0, val_loss=1.860, train_loss=2.010]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.57it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 83.39it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 81.48it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.98it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.97it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.92it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.25it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.51it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.00it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.84it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.41it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.54it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.00it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.69it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.04it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.76it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.46it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.20it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.33it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.10it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.38it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.17it/s, v_num=ld_0, val_loss=1.860, train_loss=1.920]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.15it/s, v_num=ld_0, val_loss=1.690, train_loss=1.920]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.71it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 81.25it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 79.02it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.52it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.38it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.04it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.33it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.09it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.90it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.47it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.08it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.67it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.98it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.67it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.63it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.36it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.61it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.36it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.48it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.26it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.22it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.01it/s, v_num=ld_0, val_loss=1.690, train_loss=1.830]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.52it/s, v_num=ld_0, val_loss=1.730, train_loss=1.830]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.11it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 76.99it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 75.01it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.86it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.80it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.58it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.84it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.49it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.92it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.28it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.77it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.10it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.71it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.67it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.34it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.33it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.05it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.08it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.83it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.80it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.54it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.49it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.28it/s, v_num=ld_0, val_loss=1.730, train_loss=1.700]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.30it/s, v_num=ld_0, val_loss=1.680, train_loss=1.700]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.91it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 72.11it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 70.11it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.10it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.12it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.08it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.32it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.78it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.31it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.39it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.01it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.71it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.33it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.41it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.15it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.12it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.89it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.10it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.87it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.40it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.21it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.64it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.41it/s, v_num=ld_0, val_loss=1.680, train_loss=1.690]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.86it/s, v_num=ld_0, val_loss=1.460, train_loss=1.690]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.52it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 72.39it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 70.37it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.07it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.03it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.21it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.54it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.57it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.08it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.09it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.69it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.59it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.25it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.99it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.70it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.46it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.18it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.67it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.45it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.88it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.68it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.31it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.10it/s, v_num=ld_0, val_loss=1.460, train_loss=1.560]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.76it/s, v_num=ld_0, val_loss=1.570, train_loss=1.560]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.39it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 74.52it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.40it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.40it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.73it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.08it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.40it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.89it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.17it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.79it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.86it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.54it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.64it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.36it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.25it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.99it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.71it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.48it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.79it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.58it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.84it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.64it/s, v_num=ld_0, val_loss=1.570, train_loss=1.520]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.85it/s, v_num=ld_0, val_loss=1.470, train_loss=1.520]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.44it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 75.21it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 73.27it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.86it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.93it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.90it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.92it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.27it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.72it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.30it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.85it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.54it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.79it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.52it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.35it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.11it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.06it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.84it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.59it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.39it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.70it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.51it/s, v_num=ld_0, val_loss=1.470, train_loss=1.440]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.85it/s, v_num=ld_0, val_loss=1.580, train_loss=1.440]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.48it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 75.38it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 73.31it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.78it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.57it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.22it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.56it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.02it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.50it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.50it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.11it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.55it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.17it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.52it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.21it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.30it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.03it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.62it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.41it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.25it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.06it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.87it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.68it/s, v_num=ld_0, val_loss=1.580, train_loss=1.420]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.94it/s, v_num=ld_0, val_loss=1.610, train_loss=1.420]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.55it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 84.48it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 82.56it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.11it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.11it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.30it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.56it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.12it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.56it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.14it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.72it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.39it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.05it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.71it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.42it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.82it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.56it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.04it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.81it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.23it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.03it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.22it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.03it/s, v_num=ld_0, val_loss=1.610, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.89it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.48it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 85.01it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 83.08it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.04it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.93it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.03it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.34it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.06it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.54it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.00it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.58it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.17it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.82it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.00it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.69it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.25it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.00it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.25it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.69it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.49it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.01it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.83it/s, v_num=ld_0, val_loss=1.520, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.52it/s, v_num=ld_0, val_loss=1.490, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.10it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 87.18it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 84.87it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.97it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.93it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.63it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.87it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.72it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.22it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.03it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.63it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.16it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.81it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.40it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.10it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.81it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.55it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.94it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.69it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.04it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.84it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.18it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.99it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.54it/s, v_num=ld_0, val_loss=1.470, train_loss=1.290]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.13it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 87.28it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 85.28it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.01it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.98it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.12it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.42it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.55it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.52it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.11it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.73it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.39it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.90it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.61it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.95it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.69it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.97it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.73it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.68it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.47it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.92it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.73it/s, v_num=ld_0, val_loss=1.470, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.08it/s, v_num=ld_0, val_loss=1.460, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.65it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 85.54it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 83.60it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.88it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.88it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.46it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.77it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.71it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.17it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.13it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.70it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.35it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.01it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.49it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.15it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.51it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.24it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.48it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.23it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.42it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.19it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.34it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.13it/s, v_num=ld_0, val_loss=1.460, train_loss=1.200]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.64it/s, v_num=ld_0, val_loss=1.490, train_loss=1.200]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.21it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 79.59it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 77.77it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.19it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.20it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.38it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.72it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.31it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.82it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.78it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.39it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.38it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.06it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.30it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.02it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.74it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.50it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.00it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.78it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.27it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.07it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.51it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.32it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.01it/s, v_num=ld_0, val_loss=1.480, train_loss=1.230]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.60it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 86.89it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 84.92it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.69it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.68it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.29it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.54it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.22it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.72it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.54it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.85it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.52it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.18it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.89it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.42it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.17it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.38it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.16it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.63it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.43it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.95it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.76it/s, v_num=ld_0, val_loss=1.480, train_loss=1.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.40it/s, v_num=ld_0, val_loss=1.600, train_loss=1.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.99it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 87.41it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 85.43it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.25it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.24it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.79it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.10it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.43it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.90it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.63it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.18it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.87it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.53it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.75it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.45it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.90it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.64it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.04it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.81it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.12it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.91it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.95it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.75it/s, v_num=ld_0, val_loss=1.600, train_loss=1.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.36it/s, v_num=ld_0, val_loss=1.860, train_loss=1.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.94it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 86.35it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 84.40it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.29it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.32it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.86it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.21it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.14it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.65it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.30it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.75it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.83it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.82it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.54it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.04it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.79it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.00it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.80it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.45it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.25it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.46it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.26it/s, v_num=ld_0, val_loss=1.860, train_loss=1.170]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.00it/s, v_num=ld_0, val_loss=1.620, train_loss=1.170]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.60it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 87.17it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 85.18it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.56it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.56it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.26it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.59it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.29it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.78it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.57it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.16it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.67it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.33it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.79it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.49it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.24it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.99it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.28it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.05it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.17it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.35it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.17it/s, v_num=ld_0, val_loss=1.620, train_loss=1.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.55it/s, v_num=ld_0, val_loss=1.590, train_loss=1.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.11it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 87.51it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 85.51it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.79it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.77it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.00it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.24it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.38it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.87it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.46it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.93it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.22it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.88it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.93it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.39it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.66it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.44it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.34it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.14it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.45it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.26it/s, v_num=ld_0, val_loss=1.590, train_loss=1.240]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.06it/s, v_num=ld_0, val_loss=1.480, train_loss=1.240]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.65it/s, v_num=ld_0, val_loss=1.480, train_loss=1.150]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.99it/s, v_num=ld_0, val_loss=1.480, train_loss=1.150]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.8532496690750122
      Accuracy_val          0.46107783913612366
        val_loss            1.4786431789398193
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.48it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 35.87it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 42.04it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.64it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.02it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 42.75it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.15it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.00it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.84it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.70it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.41it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.27it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.42it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.30it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.96it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.84it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.12it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.01it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.49it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.38it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.07it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.97it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.95it/s, v_num=ld_1, val_loss=2.140]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.69it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 86.87it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 84.90it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.74it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.71it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.50it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.35it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.64it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.23it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.70it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.73it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.44it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.54it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.82it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.59it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.60it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.44it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.76it/s, v_num=ld_1, val_loss=1.890, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.34it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.05it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.44it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.16it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.74it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.08it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.52it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.23it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.80it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.58it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.71it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=1.890, train_loss=2.060]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.05it/s, v_num=ld_1, val_loss=1.780, train_loss=2.060]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.63it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 84.10it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 82.23it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.07it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.72it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.49it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.07it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.71it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.57it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.01it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.94it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.780, train_loss=1.920]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.93it/s, v_num=ld_1, val_loss=1.720, train_loss=1.920]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.52it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 86.82it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 84.84it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.28it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.26it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.11it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.29it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.94it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.15it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.05it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.10it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.15it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.92it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.05it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=1.720, train_loss=1.660]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.83it/s, v_num=ld_1, val_loss=1.550, train_loss=1.660]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.41it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 87.46it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 85.47it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.22it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.74it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.88it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.53it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.89it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.60it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.97it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.07it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.10it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.90it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.79it/s, v_num=ld_1, val_loss=1.550, train_loss=1.640]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.27it/s, v_num=ld_1, val_loss=1.500, train_loss=1.640]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.82it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 87.55it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 85.55it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.33it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.82it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.76it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.99it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.45it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.16it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.80it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.54it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.80it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.60it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.77it/s, v_num=ld_1, val_loss=1.500, train_loss=1.590]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.27it/s, v_num=ld_1, val_loss=1.570, train_loss=1.590]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.83it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 88.13it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.86it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.02it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.34it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.35it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.05it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.52it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.94it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.95it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.75it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.72it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.53it/s, v_num=ld_1, val_loss=1.570, train_loss=1.390]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.13it/s, v_num=ld_1, val_loss=1.590, train_loss=1.390]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.73it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 85.18it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.64it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.62it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.70it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.01it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.12it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.01it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.08it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.14it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.44it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.590, train_loss=1.480]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.82it/s, v_num=ld_1, val_loss=1.480, train_loss=1.480]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.39it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 88.05it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 86.03it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.06it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.94it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.17it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.65it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.70it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.53it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.23it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.08it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.92it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.72it/s, v_num=ld_1, val_loss=1.480, train_loss=1.500]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.68it/s, v_num=ld_1, val_loss=1.420, train_loss=1.500]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.31it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 79.73it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.54it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.61it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.21it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.56it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.85it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.30it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.57it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.62it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.99it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.72it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.32it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.08it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.67it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.45it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.83it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.63it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.17it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.99it/s, v_num=ld_1, val_loss=1.420, train_loss=1.390]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.86it/s, v_num=ld_1, val_loss=1.450, train_loss=1.390]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.46it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 86.98it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 85.00it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.67it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.67it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.55it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.88it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.02it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.51it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.98it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.02it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.66it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.77it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.52it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.29it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.64it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.44it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.28it/s, v_num=ld_1, val_loss=1.450, train_loss=1.360]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.73it/s, v_num=ld_1, val_loss=1.420, train_loss=1.360]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.22it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 81.35it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.66it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.40it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.75it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.04it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.54it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.73it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.34it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.16it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.83it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.40it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.12it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.71it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.46it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.71it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.49it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.70it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.89it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.68it/s, v_num=ld_1, val_loss=1.420, train_loss=1.310]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.40it/s, v_num=ld_1, val_loss=1.390, train_loss=1.310]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.99it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 80.47it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 78.76it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.26it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.21it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.00it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.62it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.86it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.59it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.34it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.10it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.74it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.52it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.87it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.90it/s, v_num=ld_1, val_loss=1.390, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.56it/s, v_num=ld_1, val_loss=1.410, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.16it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.73it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.78it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.13it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.01it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.51it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.41it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.01it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.75it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.37it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.99it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.70it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.33it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.75it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.53it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.95it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.74it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.23it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.68it/s, v_num=ld_1, val_loss=1.420, train_loss=1.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.27it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 86.91it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 84.93it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.25it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.93it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.96it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.46it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.23it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.82it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.35it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.05it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.96it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.23it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.420, train_loss=1.200]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.65it/s, v_num=ld_1, val_loss=1.470, train_loss=1.200]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.10it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 87.07it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 85.09it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.75it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.73it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.12it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.23it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.97it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.07it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.30it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.83it/s, v_num=ld_1, val_loss=1.340, train_loss=1.340]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.41it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 81.32it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 79.59it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.71it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.76it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.10it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.44it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.23it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.22it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.82it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.08it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.95it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.61it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.74it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.08it/s, v_num=ld_1, val_loss=1.400, train_loss=1.280]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.66it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.97it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 84.99it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.10it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.00it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.20it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.80it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.79it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.88it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.77it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.77it/s, v_num=ld_1, val_loss=1.400, train_loss=1.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.22it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.80it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 86.52it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 84.57it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.24it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.63it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.65it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.13it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.01it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.60it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.87it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.64it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.76it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.55it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=1.350, train_loss=1.230]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.09it/s, v_num=ld_1, val_loss=1.410, train_loss=1.230]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.67it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 85.28it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.19it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.16it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.12it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.28it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.76it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.01it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.74it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.88it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.58it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.02it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.76it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.12it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.89it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.29it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.10it/s, v_num=ld_1, val_loss=1.410, train_loss=1.180]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.53it/s, v_num=ld_1, val_loss=1.340, train_loss=1.180]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.11it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 85.65it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.28it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.18it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.62it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.93it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.28it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.87it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.45it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.85it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.50it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.36it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.08it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.71it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.83it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.12it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.93it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.51it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=1.340, train_loss=1.200]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.28it/s, v_num=ld_1, val_loss=1.380, train_loss=1.200]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.89it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 87.33it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 85.35it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.24it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.28it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.30it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.96it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.33it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.04it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.78it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.11it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.82it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=1.380, train_loss=1.160]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.19it/s, v_num=ld_1, val_loss=1.370, train_loss=1.160]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.79it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 86.53it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 84.58it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.22it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.03it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.48it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.79it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.12it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.62it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.00it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.34it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.14it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.44it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.19it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.59it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.37it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.49it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.30it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.65it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.47it/s, v_num=ld_1, val_loss=1.370, train_loss=1.170]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.16it/s, v_num=ld_1, val_loss=1.460, train_loss=1.170]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.69it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 82.99it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 81.17it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.77it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.83it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.25it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.21it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.64it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.16it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.43it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.21it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.92it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.52it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.27it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.56it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.97it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.32it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.14it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.72it/s, v_num=ld_1, val_loss=1.360, train_loss=1.140]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.31it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 87.45it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 85.46it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.12it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.13it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.34it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.68it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.79it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.29it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.71it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.49it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.38it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.53it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.34it/s, v_num=ld_1, val_loss=1.360, train_loss=1.190]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.65it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.24it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 86.28it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 84.32it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.47it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.90it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.22it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.28it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.81it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.46it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.86it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.97it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.71it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.10it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.86it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.09it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.68it/s, v_num=ld_1, val_loss=1.330, train_loss=1.180]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.18it/s, v_num=ld_1, val_loss=1.460, train_loss=1.180]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.77it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 82.51it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.21it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.24it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.93it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.71it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.60it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.65it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.25it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.45it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.11it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.39it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.10it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.33it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.32it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.27it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.00it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.35it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.17it/s, v_num=ld_1, val_loss=1.460, train_loss=1.140]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.80it/s, v_num=ld_1, val_loss=1.350, train_loss=1.140]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.39it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 86.14it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 84.17it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.67it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.73it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.33it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.92it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.27it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.38it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.13it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.62it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.35it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.77it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.57it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.07it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.350, train_loss=1.100]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.41it/s, v_num=ld_1, val_loss=1.390, train_loss=1.100]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.98it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 85.55it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.92it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.57it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.72it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.52it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.29it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.16it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.96it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.390, train_loss=1.090]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.74it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.32it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.02it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.18it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.46it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.73it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.83it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.65it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.13it/s, v_num=ld_1, val_loss=1.380, train_loss=1.090]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.71it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 84.23it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 82.38it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.06it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.08it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.33it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.92it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.75it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.00it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.61it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.74it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.44it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.83it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.90it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.66it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.93it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.71it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.04it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.85it/s, v_num=ld_1, val_loss=1.380, train_loss=1.070]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.21it/s, v_num=ld_1, val_loss=1.370, train_loss=1.070]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.79it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 85.07it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.02it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.26it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.30it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.89it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.02it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.18it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.66it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.48it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.83it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.65it/s, v_num=ld_1, val_loss=1.370, train_loss=1.110]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.15it/s, v_num=ld_1, val_loss=1.380, train_loss=1.110]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.73it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 87.59it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.99it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.08it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.97it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.35it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.29it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.83it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.54it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.18it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.66it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.25it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.79it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.52it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.13it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.74it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.53it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.09it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.90it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.28it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.10it/s, v_num=ld_1, val_loss=1.380, train_loss=1.100]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.16it/s, v_num=ld_1, val_loss=1.430, train_loss=1.100]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.76it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.78it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.16it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.45it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.34it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.07it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.66it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.71it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.37it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.77it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.33it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.07it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.54it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.29it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.18it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.55it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.430, train_loss=1.050]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.89it/s, v_num=ld_1, val_loss=1.370, train_loss=1.050]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.47it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 85.89it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 83.95it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.08it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.44it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.89it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.64it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.24it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.66it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.44it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.16it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.82it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.35it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.13it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.43it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.23it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.81it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.63it/s, v_num=ld_1, val_loss=1.370, train_loss=1.120]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.28it/s, v_num=ld_1, val_loss=1.380, train_loss=1.120]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.86it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 85.19it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.88it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.71it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.02it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.77it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.16it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.40it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.88it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.64it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.48it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.00it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.82it/s, v_num=ld_1, val_loss=1.380, train_loss=1.040]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.27it/s, v_num=ld_1, val_loss=1.440, train_loss=1.040]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.84it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 83.35it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 81.52it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.59it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.65it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.55it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.57it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.08it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.33it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.94it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.10it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.78it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.58it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.30it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.82it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.58it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.62it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.40it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.74it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.55it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.440, train_loss=1.000]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.77it/s, v_num=ld_1, val_loss=1.550, train_loss=1.000]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.35it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 82.48it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.96it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.79it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.67it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.02it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.53it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.18it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.12it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.46it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.23it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=1.550, train_loss=1.140]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.72it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.30it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 85.35it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 83.42it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.66it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.68it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.52it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.86it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.46it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.96it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.26it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.86it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.46it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.13it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.25it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.97it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.21it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.96it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.41it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.85it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.10it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.91it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.88it/s, v_num=ld_1, val_loss=1.430, train_loss=1.170]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.47it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 86.28it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 83.98it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.19it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.27it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.07it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.67it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.40it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.06it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.10it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.81it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.46it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.21it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.19it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.97it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.31it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.10it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.87it/s, v_num=ld_1, val_loss=1.430, train_loss=1.070]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.62it/s, v_num=ld_1, val_loss=1.420, train_loss=1.070]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.22it/s, v_num=ld_1, val_loss=1.420, train_loss=1.060]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.59it/s, v_num=ld_1, val_loss=1.420, train_loss=1.060]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.8796943426132202
      Accuracy_val           0.473053902387619
        val_loss            1.4159343242645264
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 37.86it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 37.13it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 42.70it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 42.27it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 44.81it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 44.51it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.78it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.63it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.52it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.38it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.11it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.97it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.19it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.06it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.74it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.61it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.84it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.73it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.65it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.54it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.15it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.05it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.69it/s, v_num=ld_2, val_loss=2.110]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.43it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 87.00it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 85.02it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.09it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.84it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.43it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.85it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=2.110, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.72it/s, v_num=ld_2, val_loss=1.800, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.36it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 85.65it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.87it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.87it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.15it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.70it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.15it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.800, train_loss=1.970]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.40it/s, v_num=ld_2, val_loss=1.570, train_loss=1.970]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 86.98it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 85.00it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.47it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.45it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.84it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.570, train_loss=1.720]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.17it/s, v_num=ld_2, val_loss=1.440, train_loss=1.720]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.75it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.11it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.51it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.97it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.17it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.20it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.36it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.440, train_loss=1.540]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.49it/s, v_num=ld_2, val_loss=1.420, train_loss=1.540]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.08it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 87.73it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 85.71it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.65it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.61it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.90it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.08it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.14it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.61it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.26it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.66it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.39it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.69it/s, v_num=ld_2, val_loss=1.420, train_loss=1.460]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.99it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 85.48it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.65it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.66it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.37it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.70it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.22it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.54it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=1.390, train_loss=1.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.93it/s, v_num=ld_2, val_loss=1.340, train_loss=1.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.52it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.90it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.10it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.29it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.36it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.15it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.29it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.03it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=1.340, train_loss=1.340]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.65it/s, v_num=ld_2, val_loss=1.480, train_loss=1.340]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.23it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 88.00it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 85.98it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.33it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.61it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.06it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.54it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.98it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.68it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.90it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.46it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.23it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.37it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.35it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.17it/s, v_num=ld_2, val_loss=1.480, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.65it/s, v_num=ld_2, val_loss=1.340, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.21it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 79.41it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.95it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.02it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.25it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.56it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.88it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.49it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.66it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.73it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.45it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.91it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.31it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.09it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.53it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.33it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.88it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.69it/s, v_num=ld_2, val_loss=1.340, train_loss=1.380]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.31it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.90it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 87.02it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 85.03it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.07it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.05it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.02it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.35it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.69it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.18it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.00it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.11it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.09it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.43it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.20it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.22it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.50it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.530, train_loss=1.380]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.55it/s, v_num=ld_2, val_loss=1.300, train_loss=1.380]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.12it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 83.45it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 81.81it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.82it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.83it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.06it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.39it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.75it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.24it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.43it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.03it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.90it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.56it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.00it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.23it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.54it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.300, train_loss=1.310]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=1.250, train_loss=1.310]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.27it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 84.09it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 82.23it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.40it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.82it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.17it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.22it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.72it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.52it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.12it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.47it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.27it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.98it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.60it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.34it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.85it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.78it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.55it/s, v_num=ld_2, val_loss=1.250, train_loss=1.280]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=1.290, train_loss=1.280]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.76it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 84.40it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.00it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.03it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.43it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.77it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.35it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.78it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.56it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.18it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.84it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.05it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.17it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.13it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=1.290, train_loss=1.200]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.95it/s, v_num=ld_2, val_loss=1.510, train_loss=1.200]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.54it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 87.18it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 85.18it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.26it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.72it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.98it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.72it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.63it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.77it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.63it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.85it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=1.510, train_loss=1.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.40it/s, v_num=ld_2, val_loss=1.380, train_loss=1.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.96it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 85.37it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.32it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.20it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.29it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.42it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=1.380, train_loss=1.180]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=1.210, train_loss=1.180]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.02it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 81.61it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 79.81it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.34it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.39it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.57it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.91it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.66it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.52it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.12it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.62it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.99it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.74it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.23it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.01it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.46it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.26it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.73it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.52it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=1.210, train_loss=1.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.57it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 87.10it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 85.10it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.67it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.87it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.77it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.11it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.92it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.15it/s, v_num=ld_2, val_loss=1.210, train_loss=1.070]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.06it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 85.59it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 83.61it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.22it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.21it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.14it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.31it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.77it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.40it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.98it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.74it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.40it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.26it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.01it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.43it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.20it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.63it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.43it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.95it/s, v_num=ld_2, val_loss=1.160, train_loss=1.070]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.52it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 86.65it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.84it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.11it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.97it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.32it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.39it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.72it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.51it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.69it/s, v_num=ld_2, val_loss=1.160, train_loss=1.120]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.03it/s, v_num=ld_2, val_loss=1.170, train_loss=1.120]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.61it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 87.09it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 85.11it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.94it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.94it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.25it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.69it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.56it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.02it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.76it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.22it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.00it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=1.170, train_loss=1.070]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.07it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.65it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 85.81it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.32it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.56it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.86it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.97it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.66it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.73it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.48it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.86it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.73it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.51it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.81it/s, v_num=ld_2, val_loss=1.230, train_loss=1.070]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.37it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 87.11it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 85.11it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.20it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.18it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.33it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.62it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.84it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.66it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.90it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.68it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.71it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.89it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.71it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.15it/s, v_num=ld_2, val_loss=1.160, train_loss=1.050]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.71it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 82.59it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 80.79it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.71it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.70it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.21it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.56it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.96it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.47it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.65it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.25it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.62it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.28it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.29it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.93it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.11it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=1.160, train_loss=1.140]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.93it/s, v_num=ld_2, val_loss=1.200, train_loss=1.140]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.50it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 85.37it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 83.43it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.32it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.07it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.48it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.83it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.20it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.70it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.77it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.33it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.95it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.50it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.25it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.62it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.55it/s, v_num=ld_2, val_loss=1.200, train_loss=1.070]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.97it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.53it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 86.10it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 84.15it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.45it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.98it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.38it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.80it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.10it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.33it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.54it/s, v_num=ld_2, val_loss=1.140, train_loss=1.070]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.21it/s, v_num=ld_2, val_loss=1.340, train_loss=1.070]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.80it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 82.86it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 80.86it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.46it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.79it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.31it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.81it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.85it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.44it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.79it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.93it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.00it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.87it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.13it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.95it/s, v_num=ld_2, val_loss=1.340, train_loss=1.050]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.30it/s, v_num=ld_2, val_loss=1.190, train_loss=1.050]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.89it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 87.00it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 85.01it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.44it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.60it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.18it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.01it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.72it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.11it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.87it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=1.190, train_loss=1.140]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.33it/s, v_num=ld_2, val_loss=1.200, train_loss=1.140]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.90it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.84it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.80it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.22it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.52it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.32it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.73it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.84it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.09it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=1.200, train_loss=1.170]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.34it/s, v_num=ld_2, val_loss=1.240, train_loss=1.170]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.92it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 84.67it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.55it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.09it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.26it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.46it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.01it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.33it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.98it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=1.240, train_loss=1.070]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.95it/s, v_num=ld_2, val_loss=1.120, train_loss=1.070]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.51it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 80.84it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 79.09it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.52it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.57it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.82it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.57it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.07it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.12it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.72it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.53it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.92it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.69it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.36it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.17it/s, v_num=ld_2, val_loss=1.120, train_loss=1.030]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.54it/s, v_num=ld_2, val_loss=1.200, train_loss=1.030]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.10it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.07it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.04it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.26it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.54it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.59it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.25it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.84it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.17it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=1.200, train_loss=0.909]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.89it/s, v_num=ld_2, val_loss=1.170, train_loss=0.909]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.47it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 88.25it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 86.21it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.01it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.34it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.81it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.05it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.81it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.25it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.98it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.21it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.99it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.10it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.91it/s, v_num=ld_2, val_loss=1.170, train_loss=1.000]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=1.130, train_loss=1.000]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 86.30it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.10it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.15it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.45it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.24it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.25it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.01it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.06it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.12it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.91it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.31it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=1.130, train_loss=0.884]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.38it/s, v_num=ld_2, val_loss=1.280, train_loss=0.884]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 85.42it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.09it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.07it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.85it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.89it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.79it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.54it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.13it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.56it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.33it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=1.280, train_loss=0.864]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.31it/s, v_num=ld_2, val_loss=1.340, train_loss=0.864]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.89it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 85.85it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.09it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.36it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.84it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.92it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.61it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.69it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.10it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.87it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.65it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.08it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.89it/s, v_num=ld_2, val_loss=1.340, train_loss=0.866]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.18it/s, v_num=ld_2, val_loss=1.220, train_loss=0.866]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.76it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 86.81it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.47it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.42it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.63it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.93it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.27it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.86it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.60it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.21it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.12it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.38it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.05it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.21it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.01it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.21it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.46it/s, v_num=ld_2, val_loss=1.220, train_loss=0.870]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.06it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 81.69it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.24it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.27it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.78it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.10it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.46it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.92it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.37it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.15it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.92it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.39it/s, v_num=ld_2, val_loss=1.220, train_loss=0.795]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=1.110, train_loss=0.795]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.34it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 85.85it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 83.90it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.97it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.97it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.07it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.33it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.23it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.00it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.38it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.12it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.81it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.53it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.94it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.75it/s, v_num=ld_2, val_loss=1.110, train_loss=0.909]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.37it/s, v_num=ld_2, val_loss=1.370, train_loss=0.909]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.96it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 85.87it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.64it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.90it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.89it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.43it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.02it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.37it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.53it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.09it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.42it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.17it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.01it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.80it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.99it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.26it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.08it/s, v_num=ld_2, val_loss=1.370, train_loss=0.918]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.08it/s, v_num=ld_2, val_loss=1.130, train_loss=0.918]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.67it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 85.27it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.23it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.64it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.53it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.85it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.72it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.01it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.85it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.84it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.54it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.130, train_loss=0.849]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.27it/s, v_num=ld_2, val_loss=1.250, train_loss=0.849]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.86it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 85.62it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.57it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.85it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.09it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.67it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.20it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.90it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.90it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.02it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.14it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.92it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.33it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.14it/s, v_num=ld_2, val_loss=1.250, train_loss=0.733]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.24it/s, v_num=ld_2, val_loss=1.140, train_loss=0.733]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.81it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 86.59it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 84.61it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.20it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.37it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.25it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.01it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.17it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=1.140, train_loss=0.821]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.57it/s, v_num=ld_2, val_loss=1.240, train_loss=0.821]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.15it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 86.05it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.45it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.66it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.52it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.10it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.98it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.30it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.06it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.13it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.38it/s, v_num=ld_2, val_loss=1.240, train_loss=0.844]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.73it/s, v_num=ld_2, val_loss=1.290, train_loss=0.844]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.27it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 80.54it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 78.62it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.88it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.87it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.17it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.81it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.28it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.01it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.58it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.49it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.38it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.09it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.81it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.56it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.03it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.81it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.31it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.11it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.49it/s, v_num=ld_2, val_loss=1.290, train_loss=0.836]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.17it/s, v_num=ld_2, val_loss=1.340, train_loss=0.836]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.76it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 87.02it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 84.99it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.55it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.54it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.06it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.53it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.75it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.99it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.94it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.62it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.22it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.97it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.23it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.33it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.12it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.75it/s, v_num=ld_2, val_loss=1.340, train_loss=0.784]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.29it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 83.09it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 81.09it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.39it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.36it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.72it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.72it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.81it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.43it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.12it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.59it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.43it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.78it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.56it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.48it/s, v_num=ld_2, val_loss=1.340, train_loss=0.757]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.14it/s, v_num=ld_2, val_loss=1.250, train_loss=0.757]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.71it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 86.35it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 84.38it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.23it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.14it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.22it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.46it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.13it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.56it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.80it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.34it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.04it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.65it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.07it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.75it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.64it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.87it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.62it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.77it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.54it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.54it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=1.250, train_loss=0.804]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.07it/s, v_num=ld_2, val_loss=1.270, train_loss=0.804]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.62it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 78.86it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 76.92it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.32it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.34it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.78it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.10it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.09it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.56it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.64it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.20it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.81it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.53it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.22it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.29it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.00it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.36it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.07it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.18it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.95it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.33it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.12it/s, v_num=ld_2, val_loss=1.270, train_loss=0.825]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.61it/s, v_num=ld_2, val_loss=1.500, train_loss=0.825]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.18it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 78.80it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 76.60it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.73it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.61it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.22it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.77it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.19it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.34it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.84it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.78it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.40it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.63it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.31it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.47it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.18it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.22it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.97it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.31it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.05it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.86it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.67it/s, v_num=ld_2, val_loss=1.500, train_loss=0.834]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.76it/s, v_num=ld_2, val_loss=1.200, train_loss=0.834]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.37it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 68.43it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 66.53it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.30it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.36it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.19it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.32it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.39it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.90it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.77it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.38it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.76it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.36it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.19it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.94it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.29it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.08it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.84it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.65it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.12it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.93it/s, v_num=ld_2, val_loss=1.200, train_loss=0.829]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.08it/s, v_num=ld_2, val_loss=1.360, train_loss=0.829]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.72it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 70.12it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.62it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.61it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.01it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.31it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.83it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.28it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.51it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.10it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.89it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.25it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.95it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.60it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.26it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.67it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.44it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.50it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.29it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.67it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.47it/s, v_num=ld_2, val_loss=1.360, train_loss=0.734]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.41it/s, v_num=ld_2, val_loss=1.220, train_loss=0.734]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.03it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 77.08it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 75.30it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.28it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.58it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.87it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.48it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.94it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.22it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.80it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.67it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.30it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.82it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.49it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.60it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.30it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.78it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.99it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.76it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.71it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.49it/s, v_num=ld_2, val_loss=1.220, train_loss=0.714]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.92it/s, v_num=ld_2, val_loss=1.420, train_loss=0.714]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=1.420, train_loss=0.666]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.71it/s, v_num=ld_2, val_loss=1.420, train_loss=0.666]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9092409014701843
      Accuracy_val          0.6024096608161926
        val_loss            1.4161361455917358
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model EdgeCorrGNN
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/latest/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:298: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 36.88it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 36.47it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 22.26it/s, v_num=ld_0, val_loss=12.70]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 21.86it/s, v_num=ld_0, val_loss=12.70, train_loss=96.20]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=12.70, train_loss=96.20]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=12.70, train_loss=96.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.06it/s, v_num=ld_0, val_loss=12.70, train_loss=96.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.52it/s, v_num=ld_0, val_loss=12.70, train_loss=96.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.62it/s, v_num=ld_0, val_loss=11.30, train_loss=96.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.15it/s, v_num=ld_0, val_loss=11.30, train_loss=65.30]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=11.30, train_loss=65.30]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=11.30, train_loss=65.30]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.28it/s, v_num=ld_0, val_loss=11.30, train_loss=65.30]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.75it/s, v_num=ld_0, val_loss=11.30, train_loss=65.30]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.07it/s, v_num=ld_0, val_loss=8.560, train_loss=65.30]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.59it/s, v_num=ld_0, val_loss=8.560, train_loss=43.90]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=8.560, train_loss=43.90]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=8.560, train_loss=43.90]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.51it/s, v_num=ld_0, val_loss=8.560, train_loss=43.90]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 38.95it/s, v_num=ld_0, val_loss=8.560, train_loss=43.90]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.98it/s, v_num=ld_0, val_loss=5.400, train_loss=43.90]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.51it/s, v_num=ld_0, val_loss=5.400, train_loss=36.60]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.400, train_loss=36.60]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.400, train_loss=36.60]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 38.77it/s, v_num=ld_0, val_loss=5.400, train_loss=36.60]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 38.26it/s, v_num=ld_0, val_loss=5.400, train_loss=36.60]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.88it/s, v_num=ld_0, val_loss=3.400, train_loss=36.60]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.40it/s, v_num=ld_0, val_loss=3.400, train_loss=25.20]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.400, train_loss=25.20]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.400, train_loss=25.20]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 36.88it/s, v_num=ld_0, val_loss=3.400, train_loss=25.20]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 36.40it/s, v_num=ld_0, val_loss=3.400, train_loss=25.20]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.21it/s, v_num=ld_0, val_loss=2.650, train_loss=25.20]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 22.77it/s, v_num=ld_0, val_loss=2.650, train_loss=16.00]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.650, train_loss=16.00]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.650, train_loss=16.00]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.01it/s, v_num=ld_0, val_loss=2.650, train_loss=16.00]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.40it/s, v_num=ld_0, val_loss=2.650, train_loss=16.00]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.30it/s, v_num=ld_0, val_loss=2.390, train_loss=16.00]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.80it/s, v_num=ld_0, val_loss=2.390, train_loss=10.80]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.390, train_loss=10.80]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.390, train_loss=10.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.68it/s, v_num=ld_0, val_loss=2.390, train_loss=10.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.03it/s, v_num=ld_0, val_loss=2.390, train_loss=10.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.42it/s, v_num=ld_0, val_loss=2.290, train_loss=10.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.91it/s, v_num=ld_0, val_loss=2.290, train_loss=5.610]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=5.610]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=5.610]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.31it/s, v_num=ld_0, val_loss=2.290, train_loss=5.610]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.72it/s, v_num=ld_0, val_loss=2.290, train_loss=5.610]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.42it/s, v_num=ld_0, val_loss=2.290, train_loss=5.610]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.90it/s, v_num=ld_0, val_loss=2.290, train_loss=3.550]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=3.550]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=3.550]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.14it/s, v_num=ld_0, val_loss=2.290, train_loss=3.550]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.56it/s, v_num=ld_0, val_loss=2.290, train_loss=3.550]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.95it/s, v_num=ld_0, val_loss=2.290, train_loss=3.550]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.44it/s, v_num=ld_0, val_loss=2.290, train_loss=2.710]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=2.710]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=2.710]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.91it/s, v_num=ld_0, val_loss=2.290, train_loss=2.710]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.30it/s, v_num=ld_0, val_loss=2.290, train_loss=2.710]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.58it/s, v_num=ld_0, val_loss=2.300, train_loss=2.710]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.05it/s, v_num=ld_0, val_loss=2.300, train_loss=2.500]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.500]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.500]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.68it/s, v_num=ld_0, val_loss=2.300, train_loss=2.500]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.09it/s, v_num=ld_0, val_loss=2.300, train_loss=2.500]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.63it/s, v_num=ld_0, val_loss=2.300, train_loss=2.500]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.10it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.86it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.37it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.86it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.38it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.11it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.49it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.14it/s, v_num=ld_0, val_loss=2.300, train_loss=2.350]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.63it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.06it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.44it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.31it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.78it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.62it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.00it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.54it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.97it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.72it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.16it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.72it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.32it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.76it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.11it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.56it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.70it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.11it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.29it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.74it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.00it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.41it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.32it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.76it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.37it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.79it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.10it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.56it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.34it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.55it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.00it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.24it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.62it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.46it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.90it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.64it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.18it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.00it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.53it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.80it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.5038850903511047
      Accuracy_val          0.08982036262750626
        val_loss             2.303234338760376
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/latest/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:298: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 19.66it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 19.46it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 13.57it/s, v_num=ld_1, val_loss=15.70]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 13.43it/s, v_num=ld_1, val_loss=15.70, train_loss=117.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=15.70, train_loss=117.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=15.70, train_loss=117.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 37.08it/s, v_num=ld_1, val_loss=15.70, train_loss=117.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 36.66it/s, v_num=ld_1, val_loss=15.70, train_loss=117.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.60it/s, v_num=ld_1, val_loss=12.00, train_loss=117.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.14it/s, v_num=ld_1, val_loss=12.00, train_loss=65.50]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=12.00, train_loss=65.50]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=12.00, train_loss=65.50]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.90it/s, v_num=ld_1, val_loss=12.00, train_loss=65.50]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.36it/s, v_num=ld_1, val_loss=12.00, train_loss=65.50]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.70it/s, v_num=ld_1, val_loss=10.10, train_loss=65.50]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.21it/s, v_num=ld_1, val_loss=10.10, train_loss=48.90]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=10.10, train_loss=48.90]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=10.10, train_loss=48.90]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.61it/s, v_num=ld_1, val_loss=10.10, train_loss=48.90]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.01it/s, v_num=ld_1, val_loss=10.10, train_loss=48.90]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.86it/s, v_num=ld_1, val_loss=7.710, train_loss=48.90]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.35it/s, v_num=ld_1, val_loss=7.710, train_loss=34.40]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=7.710, train_loss=34.40]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=7.710, train_loss=34.40]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.53it/s, v_num=ld_1, val_loss=7.710, train_loss=34.40]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.98it/s, v_num=ld_1, val_loss=7.710, train_loss=34.40]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.29it/s, v_num=ld_1, val_loss=5.810, train_loss=34.40]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.78it/s, v_num=ld_1, val_loss=5.810, train_loss=28.60]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.810, train_loss=28.60]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.810, train_loss=28.60]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.98it/s, v_num=ld_1, val_loss=5.810, train_loss=28.60]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.44it/s, v_num=ld_1, val_loss=5.810, train_loss=28.60]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.94it/s, v_num=ld_1, val_loss=4.570, train_loss=28.60]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.44it/s, v_num=ld_1, val_loss=4.570, train_loss=17.80]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.570, train_loss=17.80]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.570, train_loss=17.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 46.22it/s, v_num=ld_1, val_loss=4.570, train_loss=17.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.61it/s, v_num=ld_1, val_loss=4.570, train_loss=17.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.80it/s, v_num=ld_1, val_loss=3.600, train_loss=17.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.26it/s, v_num=ld_1, val_loss=3.600, train_loss=11.80]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.600, train_loss=11.80]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.600, train_loss=11.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.85it/s, v_num=ld_1, val_loss=3.600, train_loss=11.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.28it/s, v_num=ld_1, val_loss=3.600, train_loss=11.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.34it/s, v_num=ld_1, val_loss=3.010, train_loss=11.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.83it/s, v_num=ld_1, val_loss=3.010, train_loss=8.390]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.010, train_loss=8.390]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.010, train_loss=8.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.59it/s, v_num=ld_1, val_loss=3.010, train_loss=8.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.03it/s, v_num=ld_1, val_loss=3.010, train_loss=8.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.10it/s, v_num=ld_1, val_loss=2.590, train_loss=8.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.60it/s, v_num=ld_1, val_loss=2.590, train_loss=5.650]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.590, train_loss=5.650]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.590, train_loss=5.650]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.46it/s, v_num=ld_1, val_loss=2.590, train_loss=5.650]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.88it/s, v_num=ld_1, val_loss=2.590, train_loss=5.650]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.24it/s, v_num=ld_1, val_loss=2.350, train_loss=5.650]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.73it/s, v_num=ld_1, val_loss=2.350, train_loss=3.940]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=3.940]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=3.940]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.04it/s, v_num=ld_1, val_loss=2.350, train_loss=3.940]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.34it/s, v_num=ld_1, val_loss=2.350, train_loss=3.940]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.25it/s, v_num=ld_1, val_loss=2.300, train_loss=3.940]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.660]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.660]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.660]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.660]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 38.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.660]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.49it/s, v_num=ld_1, val_loss=2.300, train_loss=2.660]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 38.67it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.26it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.390]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.390]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.390]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.37it/s, v_num=ld_1, val_loss=2.300, train_loss=2.390]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.80it/s, v_num=ld_1, val_loss=2.300, train_loss=2.390]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.66it/s, v_num=ld_1, val_loss=2.300, train_loss=2.390]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.17it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.94it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.98it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.20it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.75it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.54it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.86it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.35it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.89it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.28it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.86it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 46.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.42it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.68it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.59it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.00it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.57it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.97it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.57it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.03it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.41it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.44it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.90it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.29it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.76it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.98it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.44it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.48021644353866577
      Accuracy_val           0.071856290102005
        val_loss            2.3031556606292725
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/latest/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:298: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 22.35it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 22.09it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 13.79it/s, v_num=ld_2, val_loss=15.50]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 13.64it/s, v_num=ld_2, val_loss=15.50, train_loss=114.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=15.50, train_loss=114.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=15.50, train_loss=114.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.33it/s, v_num=ld_2, val_loss=15.50, train_loss=114.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.82it/s, v_num=ld_2, val_loss=15.50, train_loss=114.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.43it/s, v_num=ld_2, val_loss=8.030, train_loss=114.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.91it/s, v_num=ld_2, val_loss=8.030, train_loss=67.80]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.030, train_loss=67.80]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.030, train_loss=67.80]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.60it/s, v_num=ld_2, val_loss=8.030, train_loss=67.80]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.03it/s, v_num=ld_2, val_loss=8.030, train_loss=67.80]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.76it/s, v_num=ld_2, val_loss=7.990, train_loss=67.80]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.19it/s, v_num=ld_2, val_loss=7.990, train_loss=51.30]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.990, train_loss=51.30]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.990, train_loss=51.30]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.79it/s, v_num=ld_2, val_loss=7.990, train_loss=51.30]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.17it/s, v_num=ld_2, val_loss=7.990, train_loss=51.30]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.75it/s, v_num=ld_2, val_loss=7.470, train_loss=51.30]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.22it/s, v_num=ld_2, val_loss=7.470, train_loss=37.20]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.470, train_loss=37.20]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.470, train_loss=37.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.97it/s, v_num=ld_2, val_loss=7.470, train_loss=37.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.40it/s, v_num=ld_2, val_loss=7.470, train_loss=37.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.18it/s, v_num=ld_2, val_loss=6.200, train_loss=37.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.67it/s, v_num=ld_2, val_loss=6.200, train_loss=30.00]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.200, train_loss=30.00]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.200, train_loss=30.00]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.59it/s, v_num=ld_2, val_loss=6.200, train_loss=30.00]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.05it/s, v_num=ld_2, val_loss=6.200, train_loss=30.00]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.99it/s, v_num=ld_2, val_loss=4.990, train_loss=30.00]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.45it/s, v_num=ld_2, val_loss=4.990, train_loss=22.50]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.990, train_loss=22.50]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.990, train_loss=22.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.65it/s, v_num=ld_2, val_loss=4.990, train_loss=22.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.04it/s, v_num=ld_2, val_loss=4.990, train_loss=22.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.07it/s, v_num=ld_2, val_loss=3.680, train_loss=22.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.53it/s, v_num=ld_2, val_loss=3.680, train_loss=18.50]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.680, train_loss=18.50]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.680, train_loss=18.50]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.50it/s, v_num=ld_2, val_loss=3.680, train_loss=18.50]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.91it/s, v_num=ld_2, val_loss=3.680, train_loss=18.50]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.04it/s, v_num=ld_2, val_loss=2.790, train_loss=18.50]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.51it/s, v_num=ld_2, val_loss=2.790, train_loss=12.80]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.790, train_loss=12.80]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.790, train_loss=12.80]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.92it/s, v_num=ld_2, val_loss=2.790, train_loss=12.80]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.31it/s, v_num=ld_2, val_loss=2.790, train_loss=12.80]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.91it/s, v_num=ld_2, val_loss=2.350, train_loss=12.80]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.38it/s, v_num=ld_2, val_loss=2.350, train_loss=8.430]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.350, train_loss=8.430]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.350, train_loss=8.430]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.54it/s, v_num=ld_2, val_loss=2.350, train_loss=8.430]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.97it/s, v_num=ld_2, val_loss=2.350, train_loss=8.430]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.87it/s, v_num=ld_2, val_loss=2.230, train_loss=8.430]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.29it/s, v_num=ld_2, val_loss=2.230, train_loss=5.560]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.230, train_loss=5.560]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.230, train_loss=5.560]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.62it/s, v_num=ld_2, val_loss=2.230, train_loss=5.560]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.02it/s, v_num=ld_2, val_loss=2.230, train_loss=5.560]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.15it/s, v_num=ld_2, val_loss=2.260, train_loss=5.560]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.60it/s, v_num=ld_2, val_loss=2.260, train_loss=3.480]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.260, train_loss=3.480]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.260, train_loss=3.480]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.45it/s, v_num=ld_2, val_loss=2.260, train_loss=3.480]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 38.91it/s, v_num=ld_2, val_loss=2.260, train_loss=3.480]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.41it/s, v_num=ld_2, val_loss=2.290, train_loss=3.480]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.97it/s, v_num=ld_2, val_loss=2.290, train_loss=3.040]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=3.040]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=3.040]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.85it/s, v_num=ld_2, val_loss=2.290, train_loss=3.040]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.39it/s, v_num=ld_2, val_loss=2.290, train_loss=3.040]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.56it/s, v_num=ld_2, val_loss=2.310, train_loss=3.040]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.10it/s, v_num=ld_2, val_loss=2.310, train_loss=2.450]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.450]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.450]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.74it/s, v_num=ld_2, val_loss=2.310, train_loss=2.450]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.11it/s, v_num=ld_2, val_loss=2.310, train_loss=2.450]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.13it/s, v_num=ld_2, val_loss=2.310, train_loss=2.450]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.61it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.40it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.80it/s, v_num=ld_2, val_loss=2.310, train_loss=2.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.79it/s, v_num=ld_2, val_loss=2.300, train_loss=2.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.28it/s, v_num=ld_2, val_loss=2.300, train_loss=2.340]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.340]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.340]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.85it/s, v_num=ld_2, val_loss=2.300, train_loss=2.340]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.33it/s, v_num=ld_2, val_loss=2.300, train_loss=2.340]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.25it/s, v_num=ld_2, val_loss=2.300, train_loss=2.340]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.77it/s, v_num=ld_2, val_loss=2.300, train_loss=2.330]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.330]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.330]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.80it/s, v_num=ld_2, val_loss=2.300, train_loss=2.330]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.17it/s, v_num=ld_2, val_loss=2.300, train_loss=2.330]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.79it/s, v_num=ld_2, val_loss=2.300, train_loss=2.330]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.25it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.82it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.22it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.17it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.63it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.27it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.68it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.10it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.57it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.98it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.37it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.99it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.48it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.37it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.80it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.42it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.92it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.90it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.29it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.86it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.31it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.18it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.95it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.42it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.40it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.88it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.33it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.79it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.35it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.75it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.77it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.16it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.31it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.4940448999404907
      Accuracy_val          0.09638553857803345
        val_loss            2.3037002086639404
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model AttentionWeightedGNN

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 79.69it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 77.79it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 87.40it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 86.32it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 91.31it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 90.56it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 93.96it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 93.36it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 94.88it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 94.39it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.06it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 95.66it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.57it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.22it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.47it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.15it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.21it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.94it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.90it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.64it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.40it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.16it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.84it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.59it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.57it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.37it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 348.34it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 367.74it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 379.41it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 413.34it/s]


Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.41it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.13it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 106.61it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 103.75it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.73it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.30it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.94it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.97it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.57it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.79it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.15it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.56it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.12it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.57it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.17it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.76it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.31it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.94it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.27it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.93it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.25it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.96it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.31it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.05it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.36it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.11it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.13it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.91it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 484.83it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.91it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.08it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.94it/s]


Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.58it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.27it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 109.19it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 106.20it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.83it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.34it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.45it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.46it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.65it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.90it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.57it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.96it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.66it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.16it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.68it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.24it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.54it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.15it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.47it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.14it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.57it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.27it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.54it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.26it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.96it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.71it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.62it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.39it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 495.08it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.96it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.13it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.73it/s]


Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.78it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.46it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 108.80it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 105.91it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.80it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.31it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.92it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.76it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.13it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.37it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.87it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.24it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.61it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.03it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.64it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.22it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.83it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.45it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.98it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.64it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.03it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.72it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.14it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.87it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.19it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.93it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.93it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.69it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 477.49it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.89it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.50it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.05it/s]


Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.86it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.51it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 110.12it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 107.10it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.64it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.12it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.46it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.42it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.14it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.37it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.25it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.63it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.25it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.72it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.12it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.67it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.10it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.71it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.12it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.78it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.10it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.79it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.04it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.75it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.10it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.84it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.86it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.62it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 494.67it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.83it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.99it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.37it/s]


Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.73it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.40it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 110.75it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 107.70it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.96it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.43it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.23it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.20it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.26it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.48it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.06it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.44it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.82it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.28it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.61it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.08it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.10it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.71it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.14it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.78it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.10it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.78it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.25it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.97it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.98it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.72it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.48it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.20it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 475.44it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.36it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.78it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.24it/s]


Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.44it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.08it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 111.31it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 108.21it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.42it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.85it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.00it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.95it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.04it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.26it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.90it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.25it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.57it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.03it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.31it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.86it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.42it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.03it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.50it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.15it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.50it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.19it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.43it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.15it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.51it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.24it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.19it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.95it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 493.39it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.23it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.29it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.10it/s]


Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.91it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.57it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 108.58it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 105.59it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.79it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.26it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.84it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.82it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.97it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.17it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.85it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.22it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.03it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.51it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.08it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.63it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.18it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.79it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.21it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.86it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.24it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.93it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.92it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.64it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.46it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.19it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.02it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.80it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 501.89it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.70it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.57it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 436.28it/s]


Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.85it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.52it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 104.68it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 101.88it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.30it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.86it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.28it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.31it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.60it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.86it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.69it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.09it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.66it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.17it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.40it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.98it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.03it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.61it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.09it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.61it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.07it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.78it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.99it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.72it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.32it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.07it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.33it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.10it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.22it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.36it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 408.17it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 438.34it/s]


Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.39it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.07it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 112.09it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 108.96it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.60it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.05it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.19it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.11it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.04it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.26it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.01it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.38it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.12it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.59it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.24it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.79it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.39it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.99it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.34it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.96it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.72it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.38it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.15it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.85it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.05it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.78it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.72it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.47it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 479.24it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 427.84it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.55it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.49it/s]


Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.40it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.07it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 108.99it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 105.96it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.96it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.39it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.00it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.95it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.75it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.68it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.74it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.12it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.26it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.75it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.75it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.31it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.47it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.11it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.19it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.81it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.15it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.86it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.56it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.29it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.00it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.76it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.97it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.71it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 483.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.95it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.91it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.16it/s]


Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.26it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.93it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 113.98it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 110.75it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.66it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.02it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.10it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.00it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.70it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.88it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.55it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.91it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.43it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.90it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.51it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.05it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.93it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.51it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.98it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.62it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.74it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.41it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.42it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.13it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.07it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.80it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.67it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.42it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 428.69it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.05it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.61it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 437.75it/s]


Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.07it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.74it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 108.28it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 105.33it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.56it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.05it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.41it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.41it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.16it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.39it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.62it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.99it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.25it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.66it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.00it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.56it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.93it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.54it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.99it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.65it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.04it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.72it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.05it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.76it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.95it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.68it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.73it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.49it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.55it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.23it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 417.47it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.53it/s]


Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.46it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.05it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 113.22it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 110.03it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.16it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.56it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.21it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.13it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.93it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.11it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.82it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.18it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.76it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.22it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.83it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.37it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.49it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.09it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.50it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.14it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.50it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.17it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.42it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.12it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.33it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.06it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.07it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.82it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 482.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.51it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.29it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.49it/s]


Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.49it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.15it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 110.18it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 107.13it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.22it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.45it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.38it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.33it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.46it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.67it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.72it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.09it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.95it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.42it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.16it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.70it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.30it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.90it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.42it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.05it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.42it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.10it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.51it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.21it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.56it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.29it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.19it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.94it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 489.36it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.62it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 419.25it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.95it/s]


Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.61it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.26it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 112.11it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 108.97it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.99it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.40it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.97it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.89it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.47it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.65it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.37it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.72it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.89it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.35it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.36it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.89it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.35it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.95it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.07it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.70it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.13it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.80it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.19it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.90it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.21it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.94it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.03it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.78it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 482.44it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.88it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.12it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.92it/s]


Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.38it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.03it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 113.12it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 109.95it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.59it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.73it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.21it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.13it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.21it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.40it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.06it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.40it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.05it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.48it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.60it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.14it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.67it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.26it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.67it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.31it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.71it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.38it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.51it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.22it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.49it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.22it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.17it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.92it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 489.76it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.93it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.73it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.25it/s]


Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.53it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.19it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 113.03it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 109.39it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.25it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.64it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.18it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.08it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.99it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.17it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.16it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.51it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.11it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.57it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.27it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.81it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.36it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.95it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.41it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.00it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.42it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.09it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.52it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.23it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.56it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.29it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.34it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.09it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 495.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.44it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.62it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.01it/s]


Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.68it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.34it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 111.44it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 108.31it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.35it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.75it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.27it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.20it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.61it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.80it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.70it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.05it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.77it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.23it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.67it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.21it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.77it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.35it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.74it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.38it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.83it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.50it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.90it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.60it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.96it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.69it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.61it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.36it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 493.27it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.13it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.16it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.43it/s]


Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.96it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.61it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 112.03it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 108.86it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.97it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.35it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.01it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.93it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.05it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.12it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.98it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.33it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.87it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.32it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.65it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.18it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.77it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.28it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.83it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.47it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.93it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.61it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.96it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.66it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.01it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.74it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.74it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.49it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.23it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.93it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.18it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.84it/s]


Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.03it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.66it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 113.03it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 109.79it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.72it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.11it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.77it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.64it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.12it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.30it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.10it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.45it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.09it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.55it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.15it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.69it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.10it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.69it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.92it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.54it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.70it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.37it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.71it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.37it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.68it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.41it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.46it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.21it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 478.97it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 428.76it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 419.29it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.34it/s]


Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.83it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.49it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 103.83it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 100.75it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.66it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.14it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.29it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.29it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.50it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.75it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.40it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.79it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.95it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.42it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.23it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.78it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.58it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.19it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.86it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.51it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.12it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.81it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.34it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.05it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.35it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.07it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.04it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.79it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 479.40it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.29it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.09it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.41it/s]


Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.52it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.16it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 113.13it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 109.94it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.62it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.01it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.70it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.61it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.56it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.75it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.40it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.75it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.38it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.83it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.24it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.77it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.96it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.55it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.75it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.38it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.83it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.50it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.76it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.46it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.84it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.53it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.56it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.31it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 482.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.67it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.87it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.32it/s]


Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.90it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.56it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 114.90it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 111.61it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.59it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.00it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.97it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.94it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.59it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.80it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.37it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.73it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.45it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.81it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.89it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.43it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.65it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.26it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.52it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.12it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.52it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.20it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.54it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.26it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.47it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.19it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.20it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.96it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 475.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 422.90it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 393.83it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 416.09it/s]


Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.55it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.22it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 107.27it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 104.30it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.17it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.68it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.46it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.43it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.11it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.34it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.85it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.14it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.17it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.65it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.69it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.24it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.98it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.58it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.19it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.82it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.18it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.86it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.36it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.07it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.52it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.25it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.37it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.13it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 492.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.01it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.13it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.16it/s]


Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.86it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.52it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 113.51it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 110.26it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.63it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.03it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.14it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.07it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.22it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.42it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.29it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.65it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.35it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.79it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.24it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.77it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.23it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.82it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.75it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.39it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.47it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.15it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.37it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.08it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.37it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.10it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.94it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.68it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 451.73it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 415.79it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.88it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.63it/s]


Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.03it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.69it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 109.06it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 106.04it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.42it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.92it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.71it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.68it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.34it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.54it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.57it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.94it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.60it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.06it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.87it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.41it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.06it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.66it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.17it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.81it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.23it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.91it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.31it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.01it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.45it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.18it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.21it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.96it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.12it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 429.22it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 399.80it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 416.53it/s]


Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.80it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.46it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 108.90it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 105.88it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.45it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.91it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.22it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.15it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.79it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.00it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.32it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.69it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.09it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.57it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.14it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.69it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.14it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.74it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.56it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.22it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.86it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.54it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.00it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.71it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.77it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.51it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.38it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.13it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 482.44it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 429.44it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 417.79it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.15it/s]


Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.80it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.47it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 109.02it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 104.48it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.22it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.71it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.76it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.75it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.49it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.71it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.20it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.58it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.46it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.94it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.90it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.46it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.25it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.85it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.44it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.08it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.68it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.36it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.88it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.59it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.11it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.85it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.98it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.73it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.78it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.86it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.01it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.51it/s]


Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.42it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.04it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 112.81it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 109.64it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.92it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.30it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.77it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.65it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.30it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.46it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.22it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.55it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.27it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.62it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.20it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.73it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.23it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.73it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.05it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.69it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.06it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.73it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.10it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.80it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.13it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.85it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.78it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.44it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 478.80it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.79it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.23it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.01it/s]


Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.71it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.37it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 111.92it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 108.75it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.96it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.36it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.30it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.20it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.53it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.72it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.51it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.86it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.64it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.09it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.63it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.16it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.55it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.14it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.57it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.20it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.57it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.23it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.42it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.12it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.45it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.17it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.72it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.47it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 478.20it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.45it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.50it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.39it/s]


Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.98it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.63it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 110.47it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 107.40it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.73it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.13it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.88it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.81it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.73it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.93it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.08it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.42it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.87it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.32it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.25it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.78it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.16it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.76it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.32it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.96it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.47it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.15it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.52it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.22it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.60it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.33it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.44it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.19it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.77it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.86it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.51it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.11it/s]


Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.79it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.44it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 113.49it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 110.30it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 113.62it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.73it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 113.38it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.28it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 113.06it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.23it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 113.01it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.35it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 113.03it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.47it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.92it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.44it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.95it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.53it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.82it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.45it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.83it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.49it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.91it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.61it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.91it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.64it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 113.49it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 113.23it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.02it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.37it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.16it/s]


Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.56it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.21it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 114.43it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 111.13it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.77it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.08it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.09it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.99it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.99it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.17it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.05it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.39it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.97it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.40it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.62it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.14it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.66it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.25it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.77it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.40it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.77it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.43it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.65it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.35it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.67it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.40it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.42it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.16it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 484.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.78it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.82it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.40it/s]


Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.65it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.30it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 111.60it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 108.45it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.84it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.26it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.87it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.78it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.71it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.89it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.68it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.91it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.38it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.84it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.26it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.80it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.49it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.09it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.63it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.24it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.81it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.49it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.98it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.69it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.14it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.87it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.95it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.70it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 489.42it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.11it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.78it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.81it/s]


Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.35it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.01it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 113.90it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 110.68it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 113.49it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.86it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 113.68it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.59it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 113.62it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.78it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 113.45it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.66it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 113.14it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.57it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 113.08it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.60it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.81it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.38it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.77it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.40it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.70it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.36it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.79it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.49it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.77it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.47it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.90it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.62it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 469.79it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.64it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 409.04it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 439.93it/s]


Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.73it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.33it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 110.83it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 107.72it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.80it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.22it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.30it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.23it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.33it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.53it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.53it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.88it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.76it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.22it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.29it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.82it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.62it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.20it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.37it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.01it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.19it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.87it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.29it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.00it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.52it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.25it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.42it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.17it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 479.90it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.69it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.42it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.22it/s]


Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.92it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.58it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 114.05it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 110.79it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 113.29it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.31it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.45it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.36it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.77it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.96it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.91it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.26it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.41it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.84it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.18it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.70it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.14it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.72it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.18it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.81it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.93it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.60it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.87it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.57it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.93it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.66it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.68it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.43it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 490.85it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.14it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.83it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.96it/s]


Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.93it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.56it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 113.40it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 110.12it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.08it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.46it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.04it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.93it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.89it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.07it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.15it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.49it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.29it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.73it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.32it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.84it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.39it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.98it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.37it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.00it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.84it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.51it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.56it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.24it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.61it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.34it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.04it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.74it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 417.68it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 405.74it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.01it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 434.10it/s]


Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.20it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.86it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 107.93it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 104.84it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.62it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.90it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.97it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.98it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.24it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.47it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.33it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.61it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.20it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.68it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.27it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.82it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.22it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.63it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.08it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.74it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.57it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.26it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.93it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.65it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.97it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.71it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.94it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.70it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 478.09it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.44it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 419.99it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.58it/s]


Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.66it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.29it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 112.24it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 109.08it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.99it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.38it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.25it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.17it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.46it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.64it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.23it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.56it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.11it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.55it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.07it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.60it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.20it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.71it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.56it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.18it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.50it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.17it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.60it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.30it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.60it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.33it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.35it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.09it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.56it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.54it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.40it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.09it/s]


Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.63it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.28it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 114.20it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 110.94it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.55it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.46it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.50it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.45it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.67it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.77it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.48it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.85it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.05it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.52it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.86it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.41it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.06it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.67it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.18it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.78it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.39it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.07it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.64it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.35it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.87it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.60it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.73it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.48it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.45it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.22it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 419.56it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.35it/s]


Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.26it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.92it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 113.15it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 109.93it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.39it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.78it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.30it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.21it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.37it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.56it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.43it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.77it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.63it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.09it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.15it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.65it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.62it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.22it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.80it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.41it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.67it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.35it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.03it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.74it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.96it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.69it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.56it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.32it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 460.91it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.86it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.50it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.97it/s]


Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.21it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.74it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 114.02it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 110.76it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 113.19it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.56it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 113.00it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.89it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 113.05it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.23it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.04it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.43it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.87it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.33it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.60it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.19it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.52it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.16it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.39it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.03it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.19it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.87it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.26it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.92it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.38it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.11it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.13it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.88it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.99it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.44it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.65it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.28it/s]


Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.70it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.36it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 112.88it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 109.69it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.77it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.90it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.45it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.36it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.35it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.54it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.38it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.72it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.46it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.91it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.37it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.90it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.43it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.01it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.47it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.10it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.50it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.17it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.33it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.03it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.21it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.97it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.96it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.70it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 479.57it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.72it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.42it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.17it/s]


Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.20it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.85it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 45:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 113.50it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 110.25it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.20it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.36it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.98it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.91it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.83it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.02it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.90it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.25it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.98it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.43it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.26it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.81it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.58it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.18it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.77it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.42it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.93it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.61it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.08it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.77it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.98it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.71it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.80it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.55it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 482.77it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.60it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.52it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.78it/s]


Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.14it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.80it/s]
Epoch 45:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 46:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 111.15it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 108.05it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.54it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.98it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.79it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.72it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.02it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.22it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.00it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.35it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.92it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.38it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.05it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.59it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.78it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.32it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.89it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.53it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.84it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.51it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.80it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.50it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.73it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.41it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.36it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.11it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 473.24it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.92it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.37it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.29it/s]


Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.58it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.24it/s]
Epoch 46:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 47:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 113.21it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 110.01it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.45it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.85it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.06it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.94it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.34it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.53it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.09it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.43it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.70it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.08it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.55it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.09it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.30it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.90it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.21it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.85it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.84it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.51it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.68it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.39it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.41it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.14it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.91it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.63it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 473.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.29it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 419.74it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.61it/s]


Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.53it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.20it/s]
Epoch 47:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 48:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 108.71it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 105.67it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.59it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.91it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.78it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.66it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.18it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.38it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.70it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.09it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.63it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.13it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.62it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.20it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.58it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.21it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.44it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.10it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.29it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.99it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.20it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.93it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.97it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.73it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.44it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.21it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.40it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.89it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.09it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.79it/s]


Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.07it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.77it/s]
Epoch 48:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 49:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 102.72it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 100.06it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.05it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.68it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.65it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.65it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.07it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.39it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.45it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.86it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.82it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.36it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 99.46it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 99.07it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.19it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 98.86it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.85it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.55it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.40it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.13it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.11it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.87it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.81it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.59it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.04it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.84it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 473.61it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.65it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 417.72it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.75it/s]


Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.70it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.41it/s]
Epoch 49:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 50:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 93.59it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 91.33it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 92.79it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 91.68it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 92.06it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 91.29it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 91.53it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 90.96it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 90.58it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 89.99it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 89.19it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 88.72it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 88.32it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 87.93it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 87.53it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 87.21it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 86.77it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 86.51it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 86.41it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 86.18it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 86.22it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 86.03it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 86.17it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 85.98it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.41it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.25it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 475.38it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 424.01it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.34it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 445.03it/s]


Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.81it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.60it/s]
Epoch 50:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 51:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 82.93it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 81.14it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 82.67it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 81.76it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 82.58it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 81.97it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 82.36it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 81.91it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 81.82it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 81.46it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 81.15it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 80.85it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 80.81it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 80.55it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 80.68it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 80.47it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 80.54it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 80.35it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 80.28it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 80.11it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 80.22it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 80.06it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 80.09it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 79.95it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 80.35it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 80.22it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 491.94it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.18it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.43it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.96it/s]


Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.71it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.52it/s]
Epoch 51:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 52:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 78.11it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 76.49it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.08it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.30it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.91it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.39it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.71it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.32it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.51it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.20it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.31it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.06it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.11it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 75.89it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 75.85it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 75.66it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 75.63it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 75.45it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 75.36it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 75.18it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 75.00it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.85it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.34it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.21it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.30it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.19it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 478.58it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 422.58it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 397.80it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.28it/s]


Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.20it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.04it/s]
Epoch 52:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 53:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 70.20it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 68.91it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 69.88it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 68.88it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 69.71it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 69.24it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 68.97it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 68.63it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 68.68it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 68.41it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 68.68it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 68.46it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 68.34it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 68.13it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 68.51it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 68.35it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 68.45it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 68.30it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 68.48it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 68.35it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 68.55it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 68.43it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 68.62it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 68.51it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.93it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.83it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 460.00it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 425.36it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 414.16it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.58it/s]


Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.68it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.54it/s]
Epoch 53:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 54:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 70.09it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 68.80it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 69.35it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 68.71it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 69.18it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 68.76it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 69.01it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 68.64it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 68.71it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 68.44it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 68.60it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 68.38it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 67.98it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 67.79it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 67.58it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 67.42it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 67.21it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 67.04it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 66.84it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 66.70it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 66.67it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 66.55it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 66.67it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 66.57it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 66.93it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 66.84it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.44it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 420.27it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.17it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 442.96it/s]


Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 62.90it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 62.76it/s]
Epoch 54:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 55:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 67.03it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 65.87it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 66.93it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 66.32it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 66.49it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 66.08it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 65.96it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 65.66it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 65.07it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 64.82it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 64.94it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 64.73it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 64.51it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 64.34it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 64.30it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 64.13it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 64.18it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 64.04it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 64.13it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 64.02it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 64.16it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 64.06it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 64.04it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 63.95it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.22it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.12it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 423.75it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 408.92it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 391.41it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.01it/s]


Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.38it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.25it/s]
Epoch 55:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 56:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 64.04it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 62.97it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 64.03it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 63.47it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 63.88it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 63.51it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 63.69it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 63.41it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 63.58it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 63.35it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 63.33it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 63.14it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 63.21it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 63.04it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 63.11it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 62.97it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 63.04it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 62.92it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 62.99it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 62.88it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 62.91it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 62.80it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 62.82it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 62.72it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 63.01it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 62.91it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 459.80it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 422.49it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 412.01it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 439.11it/s]


Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.38it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.26it/s]
Epoch 56:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 57:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 60.40it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 59.41it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 60.79it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 60.29it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 61.11it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 60.76it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 61.03it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 60.77it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 61.04it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 60.83it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 61.06it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 60.89it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 61.02it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 60.87it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 60.89it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 60.76it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 60.78it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 60.63it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 60.70it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 60.60it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 60.64it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 60.54it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 60.58it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 60.49it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.68it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.60it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 463.25it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 425.73it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 414.85it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.44it/s]


Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.33it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.21it/s]
Epoch 57:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 58:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 61.11it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 60.10it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 60.44it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.94it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 60.31it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.98it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 60.31it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 60.06it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 60.33it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 60.10it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 60.22it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 60.06it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 60.20it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 60.06it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 60.14it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 60.02it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 60.07it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 59.96it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 60.05it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 59.95it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 60.04it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.95it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 60.05it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.96it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.22it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.14it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 452.61it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.07it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.97it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 436.53it/s]


Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.86it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.75it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.63it/s]

Validation: |          | 0/? [00:00<?, ?it/s]
Validation:   0%|          | 0/4 [00:00<?, ?it/s]
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]
Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 391.19it/s]
Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 406.31it/s]
Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 410.13it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.64it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 416.61it/s]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        val_loss           0.033709753304719925
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 80.99it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 78.72it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 87.77it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 86.70it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 91.60it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 90.86it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 93.92it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 93.35it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 95.47it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 94.92it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.59it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.19it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 97.34it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.99it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.92it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.60it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.44it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.16it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.81it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.56it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.12it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.89it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.33it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.11it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.04it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.84it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 355.42it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 371.39it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 382.76it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 416.53it/s]


Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.00it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.73it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 102.51it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 99.86it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.44it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.11it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.56it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.67it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.74it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.05it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.29it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.74it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.28it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.82it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.37it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.98it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.42it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.08it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.47it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.17it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.47it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.19it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.55it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.30it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.56it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.33it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.22it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.01it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 486.97it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.29it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.58it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.16it/s]


Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.25it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.96it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 105.54it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 102.75it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.74it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.35it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.41it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.49it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.93it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.24it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.92it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.16it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.05it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.60it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.91it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.53it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.81it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.46it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.85it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.55it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.04it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.77it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.25it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.01it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.44it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.21it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.13it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.92it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 443.07it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.98it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.01it/s]


Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.14it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.85it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 105.88it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 103.10it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.12it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.72it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.11it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.17it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.98it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.27it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.85it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.28it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.74it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.27it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.52it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.11it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.50it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.14it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.33it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.01it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.32it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.04it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.44it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.19it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.40it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.16it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.93it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.71it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.00it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.68it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.47it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.41it/s]


Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.63it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.33it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 106.60it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 103.79it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.92it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.50it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.92it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.81it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.57it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.74it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.02it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.45it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.77it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.23it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.88it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.48it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.34it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.99it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.94it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.62it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.90it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.63it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.91it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.66it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.92it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.69it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.46it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.14it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.62it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 443.49it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.06it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.44it/s]


Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.22it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.87it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 104.80it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 102.06it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.85it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.49it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.69it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.79it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.52it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.74it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.52it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.98it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.08it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.63it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.15it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.80it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.70it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.34it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.69it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.36it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.57it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.29it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.69it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.43it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.72it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.49it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.50it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.29it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 477.77it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.58it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.91it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.12it/s]


Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.22it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.92it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 107.59it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 104.71it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.84it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.41it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.60it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.64it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.63it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.90it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.51it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.94it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.69it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.21it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.49it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.08it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.55it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.19it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.32it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.94it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.28it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.00it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.73it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.47it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.43it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.19it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.78it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.55it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 488.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 415.48it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 408.15it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 441.20it/s]


Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.26it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.85it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 101.48it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 98.88it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.74it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.41it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.47it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.58it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.08it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.38it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.61it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.04it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.96it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.50it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.53it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.13it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.89it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.55it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.30it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.99it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.59it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.31it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.73it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.47it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.83it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.59it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.52it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.29it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 490.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.26it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.89it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.57it/s]


Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.07it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.76it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 95.32it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 93.01it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.39it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.10it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.46it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.59it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.75it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.08it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.00it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.44it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.74it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.28it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.09it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 99.70it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.44it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.09it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.98it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.69it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.60it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.33it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.97it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.73it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.18it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.83it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.62it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.41it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 488.39it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.77it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.79it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 437.57it/s]


Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.41it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.09it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 100.95it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 98.37it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.43it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.01it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.31it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.42it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.17it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.47it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.44it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.89it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.92it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.46it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.42it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.02it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.69it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.33it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.00it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.69it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.22it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.93it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.43it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.17it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.57it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.33it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.36it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.14it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 497.60it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 443.84it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.38it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 459.86it/s]


Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.87it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.56it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 108.25it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 105.33it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.07it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.59it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.43it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.44it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.05it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.31it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.04it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.45it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.18it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.68it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.25it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.84it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.43it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.06it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.46it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.13it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.45it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.15it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.40it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.13it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.98it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.68it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.56it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.33it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 477.00it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.41it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.43it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.78it/s]


Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.74it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.42it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 107.62it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 104.72it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.46it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.00it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.61it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.63it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.84it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.11it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.10it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.43it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.97it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.44it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.43it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.99it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.11it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.70it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.78it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.41it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.55it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.24it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.22it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.94it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.27it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.02it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.78it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.55it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 491.08it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.96it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.82it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.53it/s]


Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.05it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.73it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 107.81it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 104.87it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.88it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.44it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.79it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.82it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.14it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.41it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.62it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.03it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.75it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.25it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.86it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.43it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.08it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.70it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.07it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.73it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.04it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.74it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.18it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.91it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.27it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.02it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.89it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.65it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.55it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.20it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.31it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.47it/s]


Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.04it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.71it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 108.39it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 105.48it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.20it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.73it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.56it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.57it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.58it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.82it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.62it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.93it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.55it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.04it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.49it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.06it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.41it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.03it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.36it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.02it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.28it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.95it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.13it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.85it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.06it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.80it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.70it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.47it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 489.13it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.90it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.85it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.29it/s]


Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.76it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.44it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 110.73it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 107.68it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.30it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.80it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.28it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.27it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.02it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.22it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.06it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.43it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.64it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.11it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.26it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.80it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.93it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.54it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.75it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.39it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.48it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.17it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.30it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.02it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.21it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.95it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.77it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.53it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.12it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 428.27it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 416.90it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.63it/s]


Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.92it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.58it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 105.55it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 102.51it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.86it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.44it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.93it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.94it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.74it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.99it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.78it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.17it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.71it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.19it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.60it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.16it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.42it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.04it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.42it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.08it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.42it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.12it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.33it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.04it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.24it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.97it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.78it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.53it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 449.45it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.43it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.12it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 439.29it/s]


Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.77it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.41it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 104.60it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 101.67it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.12it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.36it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.27it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.24it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.21it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.43it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.86it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.24it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.83it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.31it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.55it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.09it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.49it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.08it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.04it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.68it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.67it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.35it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.45it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.17it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.62it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.37it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.31it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.03it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 452.56it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.89it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.10it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 438.26it/s]


Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.00it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.70it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 95.72it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 92.74it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 95.84it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 94.46it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 96.59it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 95.67it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.29it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.58it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.22it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.57it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.74it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.27it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.41it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.01it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.97it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.61it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.48it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.17it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.84it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.55it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.90it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.62it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.76it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.49it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.21it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.96it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 445.16it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 408.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.65it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.54it/s]


Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.88it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.58it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 99.22it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 96.17it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.47it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 96.98it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.14it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.06it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.00it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.24it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.47it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 97.87it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 98.44it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 97.91it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 97.67it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 97.20it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.35it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.94it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.29it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 96.94it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 96.96it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 96.64it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 96.69it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 96.39it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 96.47it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 96.20it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.79it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.46it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 419.89it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 385.29it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 383.05it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 404.83it/s]


Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 87.56it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 87.29it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 94.63it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 91.69it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 91.91it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 90.49it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 90.83it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.94it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 90.50it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 89.66it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 89.76it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 89.17it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 88.95it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 88.45it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 88.67it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 88.26it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 88.32it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 87.95it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 88.54it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 88.22it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 88.16it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 87.87it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 87.63it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 87.36it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 87.49it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 87.25it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 87.60it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 87.37it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 379.23it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 342.29it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 331.33it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 354.49it/s]


Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.46it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.18it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 89.60it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 86.54it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 87.14it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 85.69it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 86.59it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 85.64it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 85.78it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 85.06it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 85.03it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 84.46it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 84.89it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 84.42it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 84.62it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 84.12it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 84.22it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 83.88it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 84.02it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 83.71it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 83.89it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 83.59it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 83.75it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 83.46it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 83.67it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 83.40it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.93it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.63it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 366.76it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 315.85it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 314.42it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 343.99it/s]


Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.11it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.89it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 83.29it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 80.57it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 81.89it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 80.08it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 81.31it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 80.45it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 80.81it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 80.17it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 81.31it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 80.79it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 81.62it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 81.20it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 82.16it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 81.78it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 82.28it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 81.95it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 82.40it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 82.10it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 82.60it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 82.33it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 82.66it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 82.42it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 82.80it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 82.58it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.43it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.23it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 334.69it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 316.72it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 320.35it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 342.31it/s]


Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.87it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.63it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 90.10it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 87.15it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 88.24it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 86.80it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 86.34it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 85.40it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 85.99it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 85.29it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 85.78it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 85.24it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 86.31it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 85.85it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 86.44it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 86.03it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 86.42it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 86.06it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 85.91it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 85.59it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 85.79it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 85.52it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 85.74it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 85.50it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 85.90it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 85.67it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.49it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.28it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 417.39it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 389.81it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 383.88it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 415.83it/s]


Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.40it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.17it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 97.20it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 93.95it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 93.49it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 91.87it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 92.36it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 91.37it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 92.62it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 91.84it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 92.38it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 91.75it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 91.96it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 91.44it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 91.58it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 91.14it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 91.39it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 91.01it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 91.11it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 90.72it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 91.09it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.80it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 91.10it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.82it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.99it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.74it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.46it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.23it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 394.28it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 363.51it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 356.03it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 382.69it/s]


Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.08it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 82.83it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 92.29it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 89.25it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 90.76it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 89.24it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 90.60it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.46it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 89.66it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 88.91it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 89.70it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 89.11it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 89.71it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 89.22it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 90.01it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 89.59it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 90.51it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 90.14it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 90.56it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 90.23it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.59it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.30it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.73it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.42it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.79it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.54it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.17it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.93it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 397.87it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 356.25it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 350.14it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 378.74it/s]


Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 82.74it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 82.47it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 88.10it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 85.18it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 89.64it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 88.29it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 91.48it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 90.59it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 93.74it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 93.06it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 95.45it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 94.91it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.91it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.45it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 97.69it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 97.28it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 98.02it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.66it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.66it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.31it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 99.27it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.99it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.84it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.58it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.22it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.99it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.28it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.06it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 469.21it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 425.73it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.52it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.29it/s]


Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.38it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.09it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 106.82it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 103.84it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.99it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.45it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.71it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.67it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.57it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.81it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.44it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.82it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.54it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.04it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.89it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.46it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.30it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.93it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.42it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.07it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.38it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.07it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.43it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.15it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.48it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.22it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.15it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.91it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 475.22it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.44it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.76it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.96it/s]


Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.30it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.95it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 109.42it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 106.34it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.39it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.87it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.06it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.01it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.21it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.43it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.41it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.79it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.38it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.86it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.11it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.67it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.10it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.69it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.03it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.67it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.07it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.76it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.03it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.74it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.98it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.68it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.74it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.50it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.61it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.25it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.27it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.74it/s]


Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.70it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.37it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 111.79it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 108.67it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.00it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.42it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.27it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.20it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.92it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.13it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.84it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.21it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.56it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.02it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.44it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.99it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.58it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.19it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.53it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.18it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.51it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.20it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.61it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.32it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.69it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.43it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.33it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.09it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 490.16it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.70it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.87it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.27it/s]


Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.04it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.71it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 111.00it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 107.91it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.75it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.20it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.78it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.74it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.44it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.66it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.30it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.67it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.12it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.58it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.99it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.47it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.59it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.17it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.26it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.90it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.24it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.87it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.19it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.91it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.28it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.02it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.94it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.71it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 495.66it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.44it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.96it/s]


Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.76it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.43it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 109.00it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 105.96it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.73it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.19it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.00it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.98it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.22it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.41it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.08it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.45it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.35it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.84it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.52it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.04it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.23it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.84it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.01it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.67it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.19it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.82it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.18it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.91it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.39it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.14it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.19it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.96it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 496.78it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 444.01it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 432.22it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 458.90it/s]


Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.19it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.86it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 110.43it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 107.35it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.93it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.39it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.54it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.48it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.63it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.72it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.51it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.89it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.62it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.10it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.84it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.40it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.86it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.46it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.74it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.39it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.65it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.33it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.64it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.35it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.28it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.99it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.71it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.45it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 482.55it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 429.61it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.67it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.61it/s]


Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.33it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.95it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 109.58it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 106.57it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.24it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.69it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.43it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.38it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.30it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.51it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.24it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.61it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.16it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.64it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.67it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.28it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.85it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.47it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.76it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.43it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.69it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.38it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.46it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.18it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.12it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.86it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.78it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.52it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 477.66it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.73it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 412.57it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.22it/s]


Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.73it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.40it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 107.94it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 105.02it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.62it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.14it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.68it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.64it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.80it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.05it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.15it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.29it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.75it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.26it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.85it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.42it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.81it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.45it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.07it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.74it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.93it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.64it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.24it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.97it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.50it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.26it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.39it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.16it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 491.54it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.27it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.02it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.18it/s]


Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.59it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.27it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 109.50it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 106.51it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.70it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.17it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.03it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.98it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.82it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.03it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.75it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.13it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.84it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.32it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.01it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.55it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.04it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.65it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.15it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.80it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.23it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.92it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.30it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.96it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.34it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.08it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.03it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.79it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.34it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.46it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.49it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 424.61it/s]


Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.36it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.90it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 104.18it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 101.39it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.43it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.94it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.19it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.24it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.23it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.50it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.56it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.98it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.91it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.35it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.03it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.61it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.36it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.99it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.75it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.42it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.03it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.74it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.24it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.96it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.36it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.09it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.07it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.83it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.99it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.70it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.37it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.65it/s]


Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.15it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.79it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 112.00it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 108.87it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.99it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.44it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.84it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.80it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.61it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.81it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.49it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.87it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.18it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.67it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.03it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.59it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.77it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.37it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.77it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.43it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.79it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.49it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.85it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.58it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.82it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.57it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.54it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.31it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 470.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.27it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.69it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.55it/s]


Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.72it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.40it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 112.48it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 109.35it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.37it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.81it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.89it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.86it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.20it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.44it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.45it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.80it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.42it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.94it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.44it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.02it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.98it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.61it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.26it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.93it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.50it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.20it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.68it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.41it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.83it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.57it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.56it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.32it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 479.57it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.65it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.08it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.67it/s]


Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.54it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.19it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 108.35it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 105.40it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.27it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.76it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.19it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.18it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.77it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.00it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.71it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.07it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.47it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.86it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.45it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.01it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.62it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.23it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.68it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.33it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.76it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.45it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.97it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.69it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.02it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.76it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.78it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.54it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 492.35it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.44it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.71it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.59it/s]


Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.57it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.24it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 109.38it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 106.37it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.21it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.69it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.17it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.00it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.60it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.83it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.10it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.48it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.86it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.31it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.64it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.19it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.73it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.35it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.93it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.58it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.08it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.71it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.18it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.90it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.22it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.96it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.97it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.73it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 494.90it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.76it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.77it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.00it/s]


Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.79it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.46it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 110.85it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 107.77it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.11it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.58it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.66it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.64it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.91it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.05it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.27it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.66it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.59it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.07it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.88it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.43it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.11it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.66it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.10it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.75it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.71it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.39it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.82it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.53it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.86it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.59it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.54it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.29it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 473.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.76it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.43it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.51it/s]


Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.10it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.76it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 110.71it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 107.63it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.63it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.05it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.60it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.55it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.69it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.92it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.86it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.22it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.66it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.14it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.89it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.44it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.87it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.47it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.94it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.54it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.94it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.62it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.03it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.75it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.08it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.82it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.77it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.52it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 470.32it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.92it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.83it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.74it/s]


Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.35it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.00it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 111.65it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 108.51it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.39it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.82it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.15it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.09it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.94it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.16it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.07it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.33it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.82it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.30it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.82it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.37it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.92it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.52it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.99it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.64it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.14it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.82it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.15it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.87it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.17it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.90it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.89it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.65it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 490.16it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.46it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.67it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.95it/s]


Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.53it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.19it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 112.09it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 108.94it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.68it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.12it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.58it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.53it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.68it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.89it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.86it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.14it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.82it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.29it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.95it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.50it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.99it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.59it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.98it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.57it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.95it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.63it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.05it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.76it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.04it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.77it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.58it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.33it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 494.84it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.41it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.34it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.47it/s]


Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.09it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.75it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 111.85it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 108.73it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.31it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.73it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.03it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.98it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.05it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.26it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.89it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.26it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.89it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.36it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.66it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.21it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.58it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.18it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.50it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.14it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.53it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.22it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.51it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.22it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.49it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.22it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.84it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.57it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 466.86it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 422.64it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 415.62it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.95it/s]


Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.19it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.84it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 45:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 107.64it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 104.69it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.26it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.76it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.26it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.24it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.73it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.96it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.71it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.10it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.60it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.09it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.75it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.31it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.96it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.57it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.58it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.23it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.48it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.17it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.33it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.05it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.28it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.02it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.05it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.81it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 494.26it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.93it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.84it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.65it/s]


Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.00it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.68it/s]
Epoch 45:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 46:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 111.60it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 108.06it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.28it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.72it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.34it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.30it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.07it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.27it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.90it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.28it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.99it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.48it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.08it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.64it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.12it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.72it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.11it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.77it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.95it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.63it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.82it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.53it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.71it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.45it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.33it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.09it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 479.13it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.25it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.95it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.73it/s]


Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.00it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.66it/s]
Epoch 46:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 47:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 110.31it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 107.22it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.58it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.93it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.40it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.38it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.77it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.02it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.15it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.56it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.38it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.88it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.66it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.22it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.75it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.37it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.84it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.51it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.23it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.92it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.85it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.58it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.55it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.30it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.99it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.77it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.96it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.13it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 409.45it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 441.77it/s]


Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.94it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.58it/s]
Epoch 47:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 48:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 104.15it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 101.41it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.47it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.09it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.85it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.91it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.43it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.63it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.34it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.79it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.12it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.59it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.39it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.00it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.06it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.72it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.72it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.42it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.61it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.34it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.68it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.43it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.57it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.34it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.12it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.91it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.66it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.75it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.98it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.23it/s]


Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.22it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.92it/s]
Epoch 48:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 49:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 104.04it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 101.33it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.34it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.00it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.92it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.03it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.47it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.80it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.15it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.62it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.70it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.27it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.45it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.07it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.75it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.43it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 99.26it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.93it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.83it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.58it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.40it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.17it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.02it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.81it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.17it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.98it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 492.93it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.02it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.22it/s]


Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.80it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.53it/s]
Epoch 49:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 50:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 90.44it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 88.38it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 89.79it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 88.74it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.54it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 88.85it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 88.85it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 88.23it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 88.39it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 87.97it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 87.83it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 87.47it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 87.66it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 87.36it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 87.68it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 87.42it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 87.51it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 87.28it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 87.34it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 87.14it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 87.13it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 86.94it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 86.84it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 86.67it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.98it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.83it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 484.95it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.62it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.41it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.21it/s]


Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 80.50it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 80.28it/s]
Epoch 50:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 51:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 84.29it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 81.68it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 80.71it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 79.85it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 80.16it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 79.60it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 80.43it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 80.00it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 80.52it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 80.18it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 80.04it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 79.75it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 79.76it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 79.42it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 79.57it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 79.36it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 79.57it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 79.38it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 79.38it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 79.22it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 78.99it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 78.84it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 78.72it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 78.59it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.75it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.56it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 473.77it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.85it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 408.46it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 441.24it/s]


Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.10it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.92it/s]
Epoch 51:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 52:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 76.34it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 74.85it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.24it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 75.49it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 75.91it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 75.41it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 75.77it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 75.39it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 75.66it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 75.36it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 75.45it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 75.20it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 75.24it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 75.03it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 75.14it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 74.95it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 74.82it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 74.66it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 74.68it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 74.54it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.46it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.33it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.28it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.16it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.42it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.31it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 493.97it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.74it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.97it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.07it/s]


Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.58it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.42it/s]
Epoch 52:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 53:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 71.54it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 70.23it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 70.77it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 69.97it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 70.78it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 70.35it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 70.82it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 70.50it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 70.71it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 70.43it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 70.23it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 70.00it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 70.05it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 69.86it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 69.89it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 69.73it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 69.77it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 69.62it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 69.64it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 69.51it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 69.33it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 69.21it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 69.03it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 68.92it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.18it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.08it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 479.46it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.05it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.92it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.16it/s]


Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.93it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.77it/s]
Epoch 53:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 54:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 68.77it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 67.57it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 67.46it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 66.87it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 67.47it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 67.07it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 67.47it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 67.16it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 67.38it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 67.14it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 67.26it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 67.06it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 67.12it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 66.95it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 67.03it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 66.88it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 66.98it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 66.85it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 66.90it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 66.78it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 66.75it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 66.64it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 66.57it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 66.46it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 66.64it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 66.53it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 456.65it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.53it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.69it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 436.75it/s]


Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 62.57it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 62.43it/s]
Epoch 54:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 55:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 63.22it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 62.11it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 63.29it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 62.73it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 63.51it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 63.13it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 63.42it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 63.12it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 63.41it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 63.18it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 63.52it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 63.31it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 63.63it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 63.47it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 63.62it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 63.48it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 63.65it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 63.53it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 63.64it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 63.52it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 63.49it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 63.39it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 63.38it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 63.28it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 63.48it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 63.39it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 475.92it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 426.73it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 416.65it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.19it/s]


Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.85it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.73it/s]
Epoch 55:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 56:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 63.56it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 62.51it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 63.16it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 62.64it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 63.08it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 62.73it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 62.94it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 62.66it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 62.59it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 62.38it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 62.48it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 62.30it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 62.38it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 62.21it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 62.31it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 62.16it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 62.13it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 62.01it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 62.04it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 61.94it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 61.99it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 61.90it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 61.92it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 61.83it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 62.02it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 61.93it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 466.55it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 423.50it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.06it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.39it/s]


Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 58.58it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 58.46it/s]
Epoch 56:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 57:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 60.98it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 60.03it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.19it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 58.71it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.49it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.16it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.39it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.14it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 59.31it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 59.09it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 59.03it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 58.84it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 58.99it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 58.85it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.00it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 58.87it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 59.02it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 58.91it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 59.00it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 58.89it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.01it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 58.93it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.04it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 58.96it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.27it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.20it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 490.62it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.96it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.47it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.43it/s]


Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.13it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.02it/s]
Epoch 57:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 58:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 59.61it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 58.69it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.29it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 58.83it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.20it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 58.87it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 58.17it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.78it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.78it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.60it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.66it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.47it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.42it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.23it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 57.29it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 57.17it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 57.17it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 57.07it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 57.17it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 57.08it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 57.11it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 57.03it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.05it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.98it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.24it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.17it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 477.60it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 426.45it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.80it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.99it/s]


Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.29it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.19it/s]
Epoch 58:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 59:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 59:   8%|โ–Š         | 1/13 [00:00<00:00, 58.41it/s]
Epoch 59:   8%|โ–Š         | 1/13 [00:00<00:00, 57.53it/s]
Epoch 59:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 58.07it/s]
Epoch 59:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 57.62it/s]
Epoch 59:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 57.97it/s]
Epoch 59:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 57.67it/s]
Epoch 59:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.98it/s]
Epoch 59:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.76it/s]
Epoch 59:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.78it/s]
Epoch 59:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.61it/s]
Epoch 59:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.83it/s]
Epoch 59:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.68it/s]
Epoch 59:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.84it/s]
Epoch 59:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.71it/s]
Epoch 59:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 57.88it/s]
Epoch 59:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 57.77it/s]
Epoch 59:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 57.63it/s]
Epoch 59:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 57.53it/s]
Epoch 59:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 57.45it/s]
Epoch 59:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 57.36it/s]
Epoch 59:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 57.35it/s]
Epoch 59:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 57.27it/s]
Epoch 59:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.26it/s]
Epoch 59:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.18it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.40it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.33it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 488.22it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.18it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.24it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.32it/s]


Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.46it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.36it/s]
Epoch 59:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 60:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 60:   8%|โ–Š         | 1/13 [00:00<00:00, 58.42it/s]
Epoch 60:   8%|โ–Š         | 1/13 [00:00<00:00, 57.38it/s]
Epoch 60:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 58.13it/s]
Epoch 60:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 57.70it/s]
Epoch 60:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 58.11it/s]
Epoch 60:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 57.82it/s]
Epoch 60:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.99it/s]
Epoch 60:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.75it/s]
Epoch 60:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.78it/s]
Epoch 60:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.60it/s]
Epoch 60:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.19it/s]
Epoch 60:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.04it/s]
Epoch 60:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.89it/s]
Epoch 60:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.76it/s]
Epoch 60:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.80it/s]
Epoch 60:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.69it/s]
Epoch 60:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.64it/s]
Epoch 60:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.54it/s]
Epoch 60:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.64it/s]
Epoch 60:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.55it/s]
Epoch 60:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.73it/s]
Epoch 60:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.65it/s]
Epoch 60:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.69it/s]
Epoch 60:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.62it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.85it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.79it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 486.58it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.90it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 408.91it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 440.22it/s]


Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.92it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.82it/s]
Epoch 60:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 61:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 61:   8%|โ–Š         | 1/13 [00:00<00:00, 56.61it/s]
Epoch 61:   8%|โ–Š         | 1/13 [00:00<00:00, 55.67it/s]
Epoch 61:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 56.41it/s]
Epoch 61:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 55.98it/s]
Epoch 61:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 56.68it/s]
Epoch 61:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 56.39it/s]
Epoch 61:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 56.79it/s]
Epoch 61:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 56.57it/s]
Epoch 61:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 56.82it/s]
Epoch 61:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 56.64it/s]
Epoch 61:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 56.86it/s]
Epoch 61:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 56.71it/s]
Epoch 61:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.88it/s]
Epoch 61:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.72it/s]
Epoch 61:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.89it/s]
Epoch 61:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.79it/s]
Epoch 61:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.94it/s]
Epoch 61:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.85it/s]
Epoch 61:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 57.00it/s]
Epoch 61:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.92it/s]
Epoch 61:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 57.04it/s]
Epoch 61:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.97it/s]
Epoch 61:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.07it/s]
Epoch 61:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.00it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.18it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.12it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 477.38it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.57it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.80it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.38it/s]


Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.27it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.17it/s]
Epoch 61:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 62:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 62:   8%|โ–Š         | 1/13 [00:00<00:00, 57.97it/s]
Epoch 62:   8%|โ–Š         | 1/13 [00:00<00:00, 57.12it/s]
Epoch 62:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 57.71it/s]
Epoch 62:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 57.22it/s]
Epoch 62:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 57.55it/s]
Epoch 62:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 57.24it/s]
Epoch 62:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.38it/s]
Epoch 62:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.16it/s]
Epoch 62:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.24it/s]
Epoch 62:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.05it/s]
Epoch 62:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 56.95it/s]
Epoch 62:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 56.82it/s]
Epoch 62:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.03it/s]
Epoch 62:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.83it/s]
Epoch 62:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.84it/s]
Epoch 62:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.74it/s]
Epoch 62:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.87it/s]
Epoch 62:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.78it/s]
Epoch 62:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.88it/s]
Epoch 62:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.80it/s]
Epoch 62:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.84it/s]
Epoch 62:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.76it/s]
Epoch 62:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.87it/s]
Epoch 62:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.80it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.08it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.01it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 477.71it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.13it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.68it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.33it/s]


Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.19it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.09it/s]
Epoch 62:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 63:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 63:   8%|โ–Š         | 1/13 [00:00<00:00, 58.12it/s]
Epoch 63:   8%|โ–Š         | 1/13 [00:00<00:00, 57.26it/s]
Epoch 63:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 57.57it/s]
Epoch 63:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 57.12it/s]
Epoch 63:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 57.56it/s]
Epoch 63:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 57.27it/s]
Epoch 63:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.61it/s]
Epoch 63:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.39it/s]
Epoch 63:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.66it/s]
Epoch 63:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.49it/s]
Epoch 63:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.68it/s]
Epoch 63:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.53it/s]
Epoch 63:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.68it/s]
Epoch 63:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.55it/s]
Epoch 63:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 57.67it/s]
Epoch 63:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 57.56it/s]
Epoch 63:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 57.69it/s]
Epoch 63:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 57.59it/s]
Epoch 63:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 57.66it/s]
Epoch 63:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 57.56it/s]
Epoch 63:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 57.65it/s]
Epoch 63:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 57.57it/s]
Epoch 63:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.63it/s]
Epoch 63:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.56it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.79it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.72it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 486.86it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.00it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 419.26it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.41it/s]


Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.79it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.69it/s]
Epoch 63:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 64:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 64:   8%|โ–Š         | 1/13 [00:00<00:00, 58.87it/s]
Epoch 64:   8%|โ–Š         | 1/13 [00:00<00:00, 57.97it/s]
Epoch 64:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 58.56it/s]
Epoch 64:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 58.11it/s]
Epoch 64:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 58.55it/s]
Epoch 64:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 58.26it/s]
Epoch 64:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 58.64it/s]
Epoch 64:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 58.41it/s]
Epoch 64:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 58.64it/s]
Epoch 64:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 58.44it/s]
Epoch 64:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 58.44it/s]
Epoch 64:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 58.28it/s]
Epoch 64:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 58.50it/s]
Epoch 64:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 58.36it/s]
Epoch 64:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 58.55it/s]
Epoch 64:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 58.43it/s]
Epoch 64:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 58.63it/s]
Epoch 64:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 58.53it/s]
Epoch 64:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 58.71it/s]
Epoch 64:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 58.62it/s]
Epoch 64:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 58.77it/s]
Epoch 64:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 58.68it/s]
Epoch 64:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 58.85it/s]
Epoch 64:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 58.76it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.10it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.02it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 463.87it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 427.21it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 417.08it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.19it/s]


Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 55.95it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 55.85it/s]
Epoch 64:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 65:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 65:   8%|โ–Š         | 1/13 [00:00<00:00, 60.31it/s]
Epoch 65:   8%|โ–Š         | 1/13 [00:00<00:00, 59.39it/s]
Epoch 65:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 60.13it/s]
Epoch 65:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.66it/s]
Epoch 65:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 60.24it/s]
Epoch 65:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.93it/s]
Epoch 65:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 60.29it/s]
Epoch 65:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 60.05it/s]
Epoch 65:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 60.43it/s]
Epoch 65:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 60.21it/s]
Epoch 65:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 60.49it/s]
Epoch 65:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 60.33it/s]
Epoch 65:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 60.47it/s]
Epoch 65:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 60.33it/s]
Epoch 65:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 60.33it/s]
Epoch 65:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 60.21it/s]
Epoch 65:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 60.31it/s]
Epoch 65:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 60.20it/s]
Epoch 65:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 60.40it/s]
Epoch 65:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 60.31it/s]
Epoch 65:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 60.52it/s]
Epoch 65:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 60.44it/s]
Epoch 65:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 60.59it/s]
Epoch 65:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 60.51it/s]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.88it/s]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.80it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 488.33it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.57it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.67it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.33it/s]


Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.60it/s]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.49it/s]
Epoch 65:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 66:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 66:   8%|โ–Š         | 1/13 [00:00<00:00, 62.10it/s]
Epoch 66:   8%|โ–Š         | 1/13 [00:00<00:00, 60.93it/s]
Epoch 66:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 61.58it/s]
Epoch 66:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 61.08it/s]
Epoch 66:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 61.54it/s]
Epoch 66:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 61.20it/s]
Epoch 66:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 61.59it/s]
Epoch 66:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 61.34it/s]
Epoch 66:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 61.65it/s]
Epoch 66:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 61.45it/s]
Epoch 66:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 61.68it/s]
Epoch 66:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 61.51it/s]
Epoch 66:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 61.66it/s]
Epoch 66:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 61.50it/s]
Epoch 66:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 61.65it/s]
Epoch 66:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 61.51it/s]
Epoch 66:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 61.55it/s]
Epoch 66:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 61.44it/s]
Epoch 66:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 61.44it/s]
Epoch 66:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 61.34it/s]
Epoch 66:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 61.27it/s]
Epoch 66:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 61.18it/s]
Epoch 66:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 61.08it/s]
Epoch 66:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 60.99it/s]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 61.07it/s]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.99it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 474.68it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.07it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 419.91it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 438.18it/s]


Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.69it/s]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.57it/s]
Epoch 66:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 67:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 67:   8%|โ–Š         | 1/13 [00:00<00:00, 60.44it/s]
Epoch 67:   8%|โ–Š         | 1/13 [00:00<00:00, 59.51it/s]
Epoch 67:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 60.34it/s]
Epoch 67:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.87it/s]
Epoch 67:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 60.04it/s]
Epoch 67:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.69it/s]
Epoch 67:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 60.08it/s]
Epoch 67:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.84it/s]
Epoch 67:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 60.19it/s]
Epoch 67:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 60.00it/s]
Epoch 67:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 60.21it/s]
Epoch 67:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 60.04it/s]
Epoch 67:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 60.21it/s]
Epoch 67:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 60.07it/s]
Epoch 67:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 60.28it/s]
Epoch 67:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 60.16it/s]
Epoch 67:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 60.40it/s]
Epoch 67:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 60.29it/s]
Epoch 67:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 60.48it/s]
Epoch 67:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 60.38it/s]
Epoch 67:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 60.50it/s]
Epoch 67:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 60.40it/s]
Epoch 67:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 60.45it/s]
Epoch 67:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 60.36it/s]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.60it/s]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.52it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 464.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 425.64it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 415.06it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.18it/s]


Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.28it/s]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.17it/s]
Epoch 67:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 68:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 68:   8%|โ–Š         | 1/13 [00:00<00:00, 60.67it/s]
Epoch 68:   8%|โ–Š         | 1/13 [00:00<00:00, 59.71it/s]
Epoch 68:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 60.63it/s]
Epoch 68:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 60.13it/s]
Epoch 68:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.54it/s]
Epoch 68:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.21it/s]
Epoch 68:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.26it/s]
Epoch 68:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.00it/s]
Epoch 68:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 59.13it/s]
Epoch 68:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 58.94it/s]
Epoch 68:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 59.17it/s]
Epoch 68:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 58.92it/s]
Epoch 68:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 59.22it/s]
Epoch 68:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 59.09it/s]
Epoch 68:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.42it/s]
Epoch 68:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.31it/s]
Epoch 68:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 59.57it/s]
Epoch 68:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 59.46it/s]
Epoch 68:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 59.61it/s]
Epoch 68:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 59.51it/s]
Epoch 68:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.64it/s]
Epoch 68:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.55it/s]
Epoch 68:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.68it/s]
Epoch 68:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.60it/s]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.76it/s]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.66it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 417.84it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 405.25it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.46it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 421.41it/s]


Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.34it/s]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.23it/s]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.11it/s]

Validation: |          | 0/? [00:00<?, ?it/s]
Validation:   0%|          | 0/4 [00:00<?, ?it/s]
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]
Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 350.46it/s]
Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 388.79it/s]
Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 399.93it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 437.05it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 409.37it/s]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        val_loss           0.020641572773456573
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 59.35it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 58.30it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 72.98it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 72.24it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 79.40it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 78.69it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 83.02it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 82.53it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 85.75it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 85.36it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 87.70it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 87.36it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 89.09it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 88.79it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 90.75it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 90.48it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 92.10it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 91.84it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 93.19it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 92.96it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 94.15it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 93.93it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 94.70it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 94.49it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.73it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.54it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 349.82it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 368.49it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 376.68it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 412.95it/s]


Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 87.31it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 87.06it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 103.21it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 100.39it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.80it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.42it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.55it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.62it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.11it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.41it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.18it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.54it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.14it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.67it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.80it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.40it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.99it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.63it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.22it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.91it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.42it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.14it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.56it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.30it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.65it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.41it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.23it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.99it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.23it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.70it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.35it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.06it/s]


Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.71it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.38it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 99.59it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 97.08it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.50it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.16it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.40it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.48it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.64it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.95it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.93it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.37it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.14it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.66it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.42it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.02it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.79it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.45it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.01it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.70it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.93it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.62it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.92it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.66it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.07it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.80it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.71it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.49it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.50it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 405.31it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.74it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 436.97it/s]


Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.18it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.88it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 107.42it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 104.55it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.60it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.21it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.10it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.13it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.20it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.47it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.48it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.90it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.64it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.16it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.75it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.17it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.40it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.04it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.60it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.28it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.58it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.28it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.62it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.35it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.61it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.37it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.30it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.07it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 482.10it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.86it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.51it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.43it/s]


Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.77it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.45it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 109.55it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 106.57it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.75it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.81it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.99it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.01it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.27it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.54it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.24it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.55it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.24it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.74it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.32it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.90it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.34it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.91it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.19it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.86it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.29it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.99it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.34it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.03it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.35it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.11it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.03it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.81it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 495.37it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.81it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 431.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.91it/s]


Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.23it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.91it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 108.26it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 104.90it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.82it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.38it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.19it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.21it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.40it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.52it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.31it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.71it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.47it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.98it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.66it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.24it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.71it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.34it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.83it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.49it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.88it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.57it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.94it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.67it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.93it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.67it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.56it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.32it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 490.33it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.83it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.47it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.94it/s]


Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.61it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.28it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 108.75it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 105.81it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.78it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.27it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.26it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.25it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.71it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.94it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.71it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.11it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.46it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.96it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.52it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.09it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.68it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.30it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.70it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.36it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.80it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.46it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.80it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.52it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.85it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.60it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.52it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.29it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 496.37it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.81it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.84it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.98it/s]


Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.61it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.29it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 110.03it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 107.02it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.54it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.03it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.42it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.40it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.28it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.52it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.42it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.81it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.42it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.91it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.39it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.87it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.13it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.74it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.11it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.76it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.13it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.82it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.11it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.82it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.92it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.66it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.50it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.26it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.56it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.14it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.59it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.68it/s]


Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.39it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.06it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 108.76it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 105.76it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.64it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.12it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.68it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.68it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.82it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.07it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.98it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.38it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.28it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.77it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.56it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.13it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.22it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.84it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.38it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.05it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.55it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.25it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.68it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.40it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.91it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.66it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.74it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.51it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 475.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.57it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.71it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.94it/s]


Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.78it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.46it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 111.94it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 108.84it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.32it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.76it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.05it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.00it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.84it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.06it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.67it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.03it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.40it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.88it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.33it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.83it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.04it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.66it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.01it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.67it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.04it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.72it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.04it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.76it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.09it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.83it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.79it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.55it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 488.68it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.83it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.10it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.84it/s]


Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.45it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.12it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 110.89it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 107.80it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.17it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.64it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.17it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.14it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.06it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.25it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.49it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.83it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.32it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.80it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.52it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.06it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.95it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.56it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.71it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.37it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.61it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.14it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.15it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.87it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.93it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.67it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.53it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.30it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 432.09it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 407.73it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.97it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 437.78it/s]


Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.36it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.98it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 107.68it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 104.77it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.16it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.71it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.90it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.90it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.74it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.00it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.54it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.82it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.49it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.06it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.88it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.46it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.23it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.85it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.50it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.17it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.35it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.03it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.50it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.22it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.55it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.28it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.22it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.97it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 479.95it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 429.61it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.42it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.78it/s]


Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.24it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.92it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 110.70it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 107.65it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.38it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.85it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.52it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.49it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.70it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.90it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.56it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.93it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.30it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.78it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.07it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.55it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.33it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.85it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.18it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.82it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.26it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.95it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.34it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.05it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.36it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.10it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.90it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.66it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 416.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 404.76it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 394.35it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.31it/s]


Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.43it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.10it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 105.86it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 103.03it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.50it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.05it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.93it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.47it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.36it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.60it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.85it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.23it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.71it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.13it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.06it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.63it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.45it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.09it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.90it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.57it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.24it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.94it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.48it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.21it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.78it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.53it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.55it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.32it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 477.87it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.78it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.40it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.45it/s]


Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.58it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.26it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 111.71it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 108.61it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.17it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.61it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.01it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.96it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.76it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.97it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.93it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.32it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.01it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.51it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.83it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.39it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.63it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.24it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.25it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.84it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.37it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.00it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.04it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.79it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.10it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.82it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.93it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.69it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 476.08it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.25it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.06it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.75it/s]


Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.99it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.67it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 109.62it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 106.30it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.74it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.31it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.02it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.05it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.26it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.54it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.10it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.51it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.03it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.53it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.13it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.71it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.59it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.23it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.14it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.81it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.47it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.16it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.70it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.42it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.84it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.59it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.74it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.51it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 486.80it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 442.76it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.58it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.62it/s]


Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.81it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.49it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 112.37it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 109.22it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.62it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.05it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.04it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.97it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.53it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.74it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.66it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.04it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.84it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.24it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.55it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.09it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.64it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.24it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.67it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.32it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.79it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.43it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.80it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.51it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.79it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.52it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.48it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.24it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 496.37it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 442.06it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 431.08it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.87it/s]


Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.05it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.71it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 112.38it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 109.24it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.80it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.24it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.04it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.00it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.29it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.50it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.44it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.80it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.66it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.14it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.70it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.25it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.70it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.31it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.74it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.39it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.80it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.48it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.82it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.53it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.86it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.58it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.27it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.00it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 457.19it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 421.33it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.63it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.84it/s]


Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.56it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.22it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 103.26it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 100.48it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.58it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.11it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.85it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.78it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.81it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.08it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.33it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.74it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.98it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.48it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.34it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.90it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.76it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.38it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.57it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.24it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.96it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.66it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.15it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.88it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.40it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.15it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.26it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.02it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 483.10it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.47it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.16it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.27it/s]


Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.22it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.89it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 112.79it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 109.62it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.64it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.03it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.51it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.45it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.26it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.45it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.30it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.66it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.31it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.79it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.45it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.99it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.60it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.21it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.37it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.96it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.85it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.51it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.78it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.48it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.82it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.56it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.59it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.34it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 496.48it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 442.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.71it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.67it/s]


Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.26it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.92it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 110.68it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 107.58it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.56it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.00it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.79it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.73it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.92it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.01it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.75it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.11it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.77it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.24it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.72it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.24it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.65it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.25it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.66it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.30it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.69it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.38it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.76it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.46it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.73it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.46it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.41it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.16it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.85it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 442.18it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.68it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 458.26it/s]


Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.01it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.67it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 113.75it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 110.52it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.48it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.88it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.17it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.09it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.50it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.69it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.52it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.88it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.55it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.02it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.61it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.15it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.57it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.16it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.39it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.02it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.27it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.95it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.26it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.97it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.29it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.03it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.01it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.76it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 490.96it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.06it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.44it/s]


Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.46it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.12it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 111.58it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 108.44it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.77it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.22it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.22it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.16it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.13it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.31it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.11it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.45it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.53it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.95it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.07it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.60it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.07it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.67it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.04it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.67it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.14it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.82it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.16it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.87it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.24it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.98it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.01it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.77it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 486.52it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.39it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.14it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.70it/s]


Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.61it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.24it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 111.30it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 108.19it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.45it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.91it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.99it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.94it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.90it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.11it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.91it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.26it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.50it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.94it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.22it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.73it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.91it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.49it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.23it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.85it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.73it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.39it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.09it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.79it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.00it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.68it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.75it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.51it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.77it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.70it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.22it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.00it/s]


Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.74it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.41it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 113.56it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 110.39it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.86it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.26it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.78it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.52it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.16it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.37it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.28it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.65it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.31it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.77it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.38it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.85it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.38it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.98it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.49it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.13it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.49it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.17it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.56it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.25it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.52it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.25it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.20it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.94it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.73it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.49it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.24it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.78it/s]


Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.67it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.33it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 113.12it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 109.95it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.58it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.00it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.04it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.96it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.67it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.86it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.49it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.83it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.14it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.49it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.70it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.23it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.60it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.19it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.60it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.23it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.19it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.85it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.51it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.21it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.17it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.85it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.31it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.07it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.72it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 414.53it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.04it/s]


Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.03it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.57it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 108.59it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 105.61it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.10it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.60it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.86it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.82it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.99it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.21it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.65it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.04it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.35it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.84it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.37it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.94it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.32it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.93it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.28it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.94it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.43it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.13it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.54it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.26it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.89it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.64it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.78it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.53it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 486.69it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.20it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.24it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.27it/s]


Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.55it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.22it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 111.49it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 107.92it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.14it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.58it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.73it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.70it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.67it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.88it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.98it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.26it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.00it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.47it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.11it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.64it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.89it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.48it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.72it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.35it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.17it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.83it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.06it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.75it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.73it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.44it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.12it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.85it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 468.22it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 422.43it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 412.88it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 440.64it/s]


Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.58it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.25it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 107.63it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 104.62it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.28it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.73it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.28it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.23it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.52it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.74it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.69it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.07it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.85it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.33it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.08it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.64it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.68it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.29it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.92it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.59it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.75it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.45it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.06it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.79it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.34it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.09it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.27it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.03it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 462.18it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 425.54it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 414.98it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.00it/s]


Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.50it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.19it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 91.25it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 88.15it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 94.08it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 92.91it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.19it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.30it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.66it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.97it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.32it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.74it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.19it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.71it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.13it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.71it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.15it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.78it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.28it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.95it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.68it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.39it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.01it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.75it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.25it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.89it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.90it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.67it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 499.80it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.54it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 414.89it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 441.08it/s]


Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.50it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.20it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 107.01it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 104.11it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.64it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.13it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.31it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.27it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.57it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.78it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.51it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.88it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.11it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.59it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.86it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.34it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.38it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.00it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.35it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.01it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.50it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.19it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.80it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.53it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.08it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.83it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.02it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.78it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 492.98it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.72it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.42it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.78it/s]


Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.98it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.66it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 110.11it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 107.07it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.04it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.48it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.51it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.46it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.46it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.66it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.63it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.99it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.79it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.26it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.55it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.06it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.04it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.56it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.89it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.53it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.60it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.27it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.64it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.34it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.60it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.33it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.35it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.10it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.61it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.78it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.92it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.49it/s]


Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.05it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.71it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 111.99it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 108.25it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.37it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.67it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.48it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.42it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.50it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.70it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.56it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.92it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.66it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.13it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.79it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.32it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.76it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.36it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.86it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.50it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.97it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.65it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.96it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.68it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.09it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.83it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.85it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.60it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 484.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.06it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.39it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.58it/s]


Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.26it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.92it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 111.20it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 108.06it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.71it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.14it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.11it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.04it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.59it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.79it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.60it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.95it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.68it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.16it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.33it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.88it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.58it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 109.19it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.85it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.50it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.10it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.79it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.22it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.93it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.32it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.06it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.83it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.58it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.38it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.36it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.74it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.40it/s]


Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.45it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.09it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 113.80it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 110.58it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.97it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.36it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.26it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.19it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.19it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.38it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.23it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.57it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.07it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.53it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.61it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.14it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.56it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.15it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.44it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.07it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.45it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.13it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.38it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.08it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.37it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.10it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.02it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.76it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 486.24it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.95it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.01it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.74it/s]


Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.40it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.06it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 112.18it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 109.03it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.02it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.63it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.99it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.94it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.92it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.12it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.01it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.35it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.81it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.27it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.79it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.32it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.63it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.21it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.38it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.01it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.16it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.82it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.20it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.91it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.20it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.92it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.85it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.60it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 491.31it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.02it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 417.91it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.00it/s]


Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.17it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.83it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 111.80it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 108.70it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.95it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.36it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.80it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.72it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.79it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.84it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.56it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.89it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.44it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.89it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.19it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.71it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.99it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.56it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.72it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.34it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.53it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.19it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.44it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.15it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.50it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.23it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.27it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.02it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 486.52it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 443.79it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.00it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.54it/s]


Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.86it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.52it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 113.48it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 110.28it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.68it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.08it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.45it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.38it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.49it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.69it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.60it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.94it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.57it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.03it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.37it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.89it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.23it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.82it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.20it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.83it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.19it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.86it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.23it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.88it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.16it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.88it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.89it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.64it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 490.10it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 445.52it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 430.58it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.78it/s]


Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.25it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.90it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 110.01it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 106.74it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.63it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.06it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.33it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.29it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.03it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.24it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.37it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.72it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.56it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.03it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.62it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.17it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.91it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.52it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.08it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.73it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.25it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.87it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.32it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.03it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.47it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.21it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.90it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.65it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 453.00it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.82it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 397.19it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.37it/s]


Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.92it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.58it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 109.08it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 106.12it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.64it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.07it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.05it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.98it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.13it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.32it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.05it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.40it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.82it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.29it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.99it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.53it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.14it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.74it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.29it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.93it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.45it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.13it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.58it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.29it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.70it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.43it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.45it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.20it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 496.84it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.27it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.61it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.65it/s]


Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.80it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.46it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 113.88it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 110.65it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.92it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.27it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.02it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.94it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.90it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.98it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.82it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.17it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.99it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.46it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.86it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.40it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.95it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.55it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.94it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.58it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.01it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.68it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.96it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.66it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.98it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.71it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.66it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.41it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.79it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.50it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.31it/s]


Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.04it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.68it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 103.92it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 101.01it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.87it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.38it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.11it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.12it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.52it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.77it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.00it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.16it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.61it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.12it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.83it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.41it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.08it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.66it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.22it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.89it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.38it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.09it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.48it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.10it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.20it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.94it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.78it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.55it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 492.40it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.62it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 412.39it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.90it/s]


Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.91it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.60it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 109.29it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 106.31it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.78it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.24it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.70it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.66it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.16it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.24it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.09it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.46it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.28it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.75it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.49it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.04it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.65it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.19it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.78it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.42it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.92it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.61it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.06it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.77it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.21it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.95it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.00it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.75it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 491.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 445.02it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 430.07it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 459.76it/s]


Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.33it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.95it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 113.87it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 110.61it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.88it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.26it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.70it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.62it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.43it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.61it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.33it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.69it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.27it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.74it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.33it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.88it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.72it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 110.32it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.60it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 110.25it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 110.45it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 109.95it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.16it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 109.88it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.97it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 109.70it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.40it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.16it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 437.64it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.49it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.99it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 445.93it/s]


Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.96it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.47it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 113.23it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 110.05it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.90it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.30it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.90it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.82it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 113.03it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.22it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.55it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.89it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.51it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.97it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.58it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.11it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.63it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.22it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.67it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.25it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.64it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.32it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.68it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.39it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.67it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.39it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.84it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.61it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 456.50it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 410.24it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.08it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 429.33it/s]


Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.68it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.31it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 45:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 108.43it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 105.46it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.99it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.52it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.12it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.10it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.39it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.63it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.44it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.83it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.24it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.72it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.24it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.80it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.67it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.29it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 109.04it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.69it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.85it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.58it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.91it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 108.63it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.90it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.64it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.57it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.33it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 440.30it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 409.56it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.18it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 438.88it/s]


Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.22it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.70it/s]
Epoch 45:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 46:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 111.03it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 107.94it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.72it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 109.15it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.18it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.98it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.33it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 110.53it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.45it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 110.80it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.44it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 110.90it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.40it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 110.94it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.44it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.04it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.56it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.20it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.61it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.29it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.66it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.37it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.71it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.44it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.14it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.89it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 483.88it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 443.26it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.94it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 459.45it/s]


Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.67it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.32it/s]
Epoch 46:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 47:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 114.21it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 110.98it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 112.34it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.75it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.14it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.08it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.00it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 111.20it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.98it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 111.34it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.94it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.41it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.88it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 111.42it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.77it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 111.36it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.71it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 111.35it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.60it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.28it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.98it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 110.69it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.92it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.66it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.45it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.21it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 490.79it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.60it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 430.91it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 458.32it/s]


Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.09it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.76it/s]
Epoch 47:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 48:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 111.74it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 108.18it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.27it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.75it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 109.82it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.79it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 109.63it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 108.87it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 109.39it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.78it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 109.26it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 108.75it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 109.09it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 108.65it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.85it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 108.47it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.68it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 108.34it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 108.22it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.84it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.76it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.47it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.24it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.87it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.41it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.14it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 479.35it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.95it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.40it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.46it/s]


Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.57it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.24it/s]
Epoch 48:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 49:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 104.14it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 101.41it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.91it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.55it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.81it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.90it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.58it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.86it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.33it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.79it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.99it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.54it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.85it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.47it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.57it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.24it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.40it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.11it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.16it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 99.90it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.88it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.64it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.55it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.33it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.81it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.61it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 493.51it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.42it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.60it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.50it/s]


Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.33it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.05it/s]
Epoch 49:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 50:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 96.46it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 94.15it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 95.32it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 94.17it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 94.87it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 93.99it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 94.29it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 93.71it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 93.78it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 93.33it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 93.36it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 92.99it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 92.89it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 92.57it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 92.25it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 91.94it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 91.17it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 90.90it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.67it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.45it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.27it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.07it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 89.93it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 89.76it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.04it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.88it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 485.79it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 444.26it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 430.16it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 459.71it/s]


Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.13it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 82.90it/s]
Epoch 50:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 51:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 86.44it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 84.59it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 85.45it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 84.52it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 84.84it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 84.21it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 84.08it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 83.60it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 83.54it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 83.17it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 82.95it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 82.62it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 82.26it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 81.98it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 81.73it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 81.48it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 80.93it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 80.70it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 80.23it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 80.03it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 79.54it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 79.33it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 78.91it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 78.74it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.74it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.59it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 454.22it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 412.80it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.99it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 437.20it/s]


Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.10it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.91it/s]
Epoch 51:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 52:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 73.59it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 71.94it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 72.65it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 71.71it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 72.13it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 71.59it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 72.28it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 71.89it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 72.14it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 71.80it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 71.80it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 71.48it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 71.54it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 71.30it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 71.41it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 71.20it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 71.25it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 71.06it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 70.81it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 70.64it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 70.46it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 70.31it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 70.32it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 70.19it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.51it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.39it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 458.64it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.20it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 412.16it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 441.29it/s]


Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 66.02it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 65.87it/s]
Epoch 52:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 53:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 68.93it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 67.67it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 69.56it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 68.63it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 69.02it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 68.60it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 69.38it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 69.04it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 69.52it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 69.27it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 69.65it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 69.43it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 69.73it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 69.55it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 69.71it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 69.55it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 69.74it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 69.60it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 69.69it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 69.55it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 69.46it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 69.33it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 69.27it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 69.16it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.46it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.36it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 483.83it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.79it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.21it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.80it/s]


Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 65.23it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 65.09it/s]
Epoch 53:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 54:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 69.31it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 68.11it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 69.01it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 68.41it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 68.73it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 68.31it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 68.25it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 67.95it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 68.13it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 67.88it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 67.68it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 67.48it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 67.31it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 67.13it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 66.82it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 66.67it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 66.45it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 66.31it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 66.27it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 66.16it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 66.10it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 65.99it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 65.98it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 65.89it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 66.10it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 66.01it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 495.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 443.14it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 414.36it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.08it/s]


Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 62.22it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 62.09it/s]
Epoch 54:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 55:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 65.40it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 64.31it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 64.78it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 64.24it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 65.04it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 64.67it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 65.09it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 64.77it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 65.01it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 64.79it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 64.97it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 64.78it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 64.94it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 64.76it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 64.79it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 64.65it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 64.56it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 64.44it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 64.48it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 64.38it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 64.42it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 64.32it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 64.34it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 64.25it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.49it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.40it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 495.49it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.99it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.10it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 442.51it/s]


Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.76it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.64it/s]
Epoch 55:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 56:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 62.34it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 61.34it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 61.73it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 61.24it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 61.46it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 61.13it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 61.75it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 61.50it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 61.77it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 61.54it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 61.80it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 61.61it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 61.78it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 61.63it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 61.69it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 61.56it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 61.64it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 61.53it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 61.60it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 61.46it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 61.13it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 61.03it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 60.87it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 60.77it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.89it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.81it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 426.47it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.84it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 409.19it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.67it/s]


Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.50it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.39it/s]
Epoch 56:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 57:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 59.67it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 58.73it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.72it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.26it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.49it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.17it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.33it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.08it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 59.07it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 58.88it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 59.04it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 58.89it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 59.08it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 58.95it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.11it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.00it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 59.10it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 58.99it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 59.10it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 59.00it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.12it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.03it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.09it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.02it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.25it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.18it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.97it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.40it/s]


Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.16it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.06it/s]
Epoch 57:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 58:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 59.13it/s]
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Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 58.55it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 58.25it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 58.49it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 58.27it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 58.40it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 58.19it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 58.30it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 58.15it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 58.29it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 58.16it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 58.24it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 58.13it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 58.21it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 58.11it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 58.17it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 58.08it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 58.13it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 58.05it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 58.02it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.95it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 58.07it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 58.00it/s]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 484.22it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.01it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.30it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.24it/s]


Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 55.09it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.98it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.87it/s]

Validation: |          | 0/? [00:00<?, ?it/s]
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Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.42it/s]
Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.76it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.09it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 423.71it/s]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        val_loss           0.021406032145023346
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/latest/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:298: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
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Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.68it/s, v_num=ld_0, val_loss=187.0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.68it/s, v_num=ld_0, val_loss=187.0, train_loss=441.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=187.0, train_loss=441.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=187.0, train_loss=441.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_0, val_loss=187.0, train_loss=441.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_0, val_loss=187.0, train_loss=441.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.69it/s, v_num=ld_0, val_loss=162.0, train_loss=441.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.69it/s, v_num=ld_0, val_loss=162.0, train_loss=278.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=162.0, train_loss=278.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=162.0, train_loss=278.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.48it/s, v_num=ld_0, val_loss=162.0, train_loss=278.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.48it/s, v_num=ld_0, val_loss=162.0, train_loss=278.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.01it/s, v_num=ld_0, val_loss=102.0, train_loss=278.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.01it/s, v_num=ld_0, val_loss=102.0, train_loss=231.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=102.0, train_loss=231.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=102.0, train_loss=231.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=102.0, train_loss=231.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=102.0, train_loss=231.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.82it/s, v_num=ld_0, val_loss=75.20, train_loss=231.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.82it/s, v_num=ld_0, val_loss=75.20, train_loss=167.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=75.20, train_loss=167.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=75.20, train_loss=167.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_0, val_loss=75.20, train_loss=167.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_0, val_loss=75.20, train_loss=167.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_0, val_loss=55.00, train_loss=167.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_0, val_loss=55.00, train_loss=128.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=55.00, train_loss=128.0]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=55.00, train_loss=128.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=55.00, train_loss=128.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=55.00, train_loss=128.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.66it/s, v_num=ld_0, val_loss=40.60, train_loss=128.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.66it/s, v_num=ld_0, val_loss=40.60, train_loss=103.0]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=40.60, train_loss=103.0]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=40.60, train_loss=103.0]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=40.60, train_loss=103.0]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=40.60, train_loss=103.0]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.81it/s, v_num=ld_0, val_loss=24.80, train_loss=103.0]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.81it/s, v_num=ld_0, val_loss=24.80, train_loss=74.00]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=24.80, train_loss=74.00]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=24.80, train_loss=74.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_0, val_loss=24.80, train_loss=74.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_0, val_loss=24.80, train_loss=74.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=14.80, train_loss=74.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=14.80, train_loss=55.70]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=14.80, train_loss=55.70]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=14.80, train_loss=55.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_0, val_loss=14.80, train_loss=55.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_0, val_loss=14.80, train_loss=55.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_0, val_loss=13.80, train_loss=55.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_0, val_loss=13.80, train_loss=38.80]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=13.80, train_loss=38.80]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=13.80, train_loss=38.80]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_0, val_loss=13.80, train_loss=38.80]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_0, val_loss=13.80, train_loss=38.80]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=10.90, train_loss=38.80]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=10.90, train_loss=30.90]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.90, train_loss=30.90]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.90, train_loss=30.90]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_0, val_loss=10.90, train_loss=30.90]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_0, val_loss=10.90, train_loss=30.90]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.82it/s, v_num=ld_0, val_loss=9.080, train_loss=30.90]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.82it/s, v_num=ld_0, val_loss=9.080, train_loss=22.20]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=9.080, train_loss=22.20]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=9.080, train_loss=22.20]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=9.080, train_loss=22.20]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=9.080, train_loss=22.20]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=7.400, train_loss=22.20]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=7.400, train_loss=16.10]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=7.400, train_loss=16.10]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=7.400, train_loss=16.10]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_0, val_loss=7.400, train_loss=16.10]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_0, val_loss=7.400, train_loss=16.10]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.67it/s, v_num=ld_0, val_loss=5.720, train_loss=16.10]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.67it/s, v_num=ld_0, val_loss=5.720, train_loss=13.00]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.720, train_loss=13.00]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.720, train_loss=13.00]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=5.720, train_loss=13.00]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=5.720, train_loss=13.00]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_0, val_loss=4.860, train_loss=13.00]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_0, val_loss=4.860, train_loss=10.20]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.860, train_loss=10.20]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.860, train_loss=10.20]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.70it/s, v_num=ld_0, val_loss=4.860, train_loss=10.20]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.70it/s, v_num=ld_0, val_loss=4.860, train_loss=10.20]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.46it/s, v_num=ld_0, val_loss=4.550, train_loss=10.20]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.46it/s, v_num=ld_0, val_loss=4.550, train_loss=7.510]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.550, train_loss=7.510]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.550, train_loss=7.510]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.83it/s, v_num=ld_0, val_loss=4.550, train_loss=7.510]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_0, val_loss=4.550, train_loss=7.510]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_0, val_loss=4.460, train_loss=7.510]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_0, val_loss=4.460, train_loss=7.540]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.460, train_loss=7.540]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.460, train_loss=7.540]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.47it/s, v_num=ld_0, val_loss=4.460, train_loss=7.540]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.47it/s, v_num=ld_0, val_loss=4.460, train_loss=7.540]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.82it/s, v_num=ld_0, val_loss=4.360, train_loss=7.540]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.82it/s, v_num=ld_0, val_loss=4.360, train_loss=6.150]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.360, train_loss=6.150]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.360, train_loss=6.150]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.68it/s, v_num=ld_0, val_loss=4.360, train_loss=6.150]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.68it/s, v_num=ld_0, val_loss=4.360, train_loss=6.150]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.45it/s, v_num=ld_0, val_loss=4.060, train_loss=6.150]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_0, val_loss=4.060, train_loss=4.880]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.060, train_loss=4.880]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.060, train_loss=4.880]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_0, val_loss=4.060, train_loss=4.880]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_0, val_loss=4.060, train_loss=4.880]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.05it/s, v_num=ld_0, val_loss=3.740, train_loss=4.880]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.05it/s, v_num=ld_0, val_loss=3.740, train_loss=4.340]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.740, train_loss=4.340]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.740, train_loss=4.340]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=3.740, train_loss=4.340]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=3.740, train_loss=4.340]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.81it/s, v_num=ld_0, val_loss=3.460, train_loss=4.340]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.81it/s, v_num=ld_0, val_loss=3.460, train_loss=4.110]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.460, train_loss=4.110]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.460, train_loss=4.110]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_0, val_loss=3.460, train_loss=4.110]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_0, val_loss=3.460, train_loss=4.110]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.68it/s, v_num=ld_0, val_loss=3.200, train_loss=4.110]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.68it/s, v_num=ld_0, val_loss=3.200, train_loss=3.610]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.200, train_loss=3.610]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.200, train_loss=3.610]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.48it/s, v_num=ld_0, val_loss=3.200, train_loss=3.610]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.48it/s, v_num=ld_0, val_loss=3.200, train_loss=3.610]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_0, val_loss=3.000, train_loss=3.610]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_0, val_loss=3.000, train_loss=3.490]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.000, train_loss=3.490]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.000, train_loss=3.490]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.83it/s, v_num=ld_0, val_loss=3.000, train_loss=3.490]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.83it/s, v_num=ld_0, val_loss=3.000, train_loss=3.490]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_0, val_loss=2.840, train_loss=3.490]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_0, val_loss=2.840, train_loss=3.340]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.840, train_loss=3.340]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.840, train_loss=3.340]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.83it/s, v_num=ld_0, val_loss=2.840, train_loss=3.340]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_0, val_loss=2.840, train_loss=3.340]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_0, val_loss=2.720, train_loss=3.340]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_0, val_loss=2.720, train_loss=2.960]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.720, train_loss=2.960]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.720, train_loss=2.960]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_0, val_loss=2.720, train_loss=2.960]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_0, val_loss=2.720, train_loss=2.960]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.03it/s, v_num=ld_0, val_loss=2.630, train_loss=2.960]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.03it/s, v_num=ld_0, val_loss=2.630, train_loss=2.900]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.630, train_loss=2.900]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.630, train_loss=2.900]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.63it/s, v_num=ld_0, val_loss=2.630, train_loss=2.900]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.63it/s, v_num=ld_0, val_loss=2.630, train_loss=2.900]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.92it/s, v_num=ld_0, val_loss=2.570, train_loss=2.900]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.92it/s, v_num=ld_0, val_loss=2.570, train_loss=2.760]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.570, train_loss=2.760]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.570, train_loss=2.760]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.50it/s, v_num=ld_0, val_loss=2.570, train_loss=2.760]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.50it/s, v_num=ld_0, val_loss=2.570, train_loss=2.760]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.83it/s, v_num=ld_0, val_loss=2.520, train_loss=2.760]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.83it/s, v_num=ld_0, val_loss=2.520, train_loss=2.760]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=2.760]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=2.760]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.29it/s, v_num=ld_0, val_loss=2.520, train_loss=2.760]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.29it/s, v_num=ld_0, val_loss=2.520, train_loss=2.760]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.490, train_loss=2.760]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.490, train_loss=2.440]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.490, train_loss=2.440]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.490, train_loss=2.440]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=2.490, train_loss=2.440]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=2.490, train_loss=2.440]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.470, train_loss=2.440]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.470, train_loss=2.440]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.470, train_loss=2.440]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.470, train_loss=2.440]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_0, val_loss=2.470, train_loss=2.440]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_0, val_loss=2.470, train_loss=2.440]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=2.450, train_loss=2.440]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=2.450, train_loss=2.530]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.450, train_loss=2.530]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.450, train_loss=2.530]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.29it/s, v_num=ld_0, val_loss=2.450, train_loss=2.530]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.29it/s, v_num=ld_0, val_loss=2.450, train_loss=2.530]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_0, val_loss=2.420, train_loss=2.530]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_0, val_loss=2.420, train_loss=2.510]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.510]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.510]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.31it/s, v_num=ld_0, val_loss=2.420, train_loss=2.510]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_0, val_loss=2.420, train_loss=2.510]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_0, val_loss=2.410, train_loss=2.510]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_0, val_loss=2.410, train_loss=2.440]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.440]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.440]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=2.410, train_loss=2.440]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=2.410, train_loss=2.440]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.410, train_loss=2.440]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.410, train_loss=2.370]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.370]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.370]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_0, val_loss=2.410, train_loss=2.370]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_0, val_loss=2.410, train_loss=2.370]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_0, val_loss=2.410, train_loss=2.370]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.73it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.73it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.01it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.01it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.56it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.55it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.85it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.85it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.58it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.58it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.91it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.91it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.57it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.56it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.90it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.90it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.32it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.32it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.58it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.58it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.91it/s, v_num=ld_0, val_loss=2.410, train_loss=2.330]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.91it/s, v_num=ld_0, val_loss=2.410, train_loss=2.360]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.360]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.360]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.59it/s, v_num=ld_0, val_loss=2.410, train_loss=2.360]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.59it/s, v_num=ld_0, val_loss=2.410, train_loss=2.360]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.91it/s, v_num=ld_0, val_loss=2.420, train_loss=2.360]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.91it/s, v_num=ld_0, val_loss=2.420, train_loss=2.310]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.310]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.310]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.58it/s, v_num=ld_0, val_loss=2.420, train_loss=2.310]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.58it/s, v_num=ld_0, val_loss=2.420, train_loss=2.310]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.90it/s, v_num=ld_0, val_loss=2.410, train_loss=2.310]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.90it/s, v_num=ld_0, val_loss=2.410, train_loss=2.320]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.320]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.75it/s, v_num=ld_0, val_loss=2.410, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.75it/s, v_num=ld_0, val_loss=2.410, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.97it/s, v_num=ld_0, val_loss=2.420, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.97it/s, v_num=ld_0, val_loss=2.420, train_loss=2.300]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.300]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.300]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.420, train_loss=2.300]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.420, train_loss=2.300]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.47it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.47it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  3.07it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  3.06it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_0, val_loss=2.410, train_loss=2.300]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.06it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.06it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.98it/s, v_num=ld_0, val_loss=2.410, train_loss=2.340]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.98it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.98it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.5046268701553345
      Accuracy_val           0.071856290102005
        val_loss              2.4139564037323
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/latest/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:298: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.93it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.93it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.76it/s, v_num=ld_1, val_loss=275.0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.76it/s, v_num=ld_1, val_loss=275.0, train_loss=501.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=275.0, train_loss=501.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=275.0, train_loss=501.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_1, val_loss=275.0, train_loss=501.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_1, val_loss=275.0, train_loss=501.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.97it/s, v_num=ld_1, val_loss=152.0, train_loss=501.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.97it/s, v_num=ld_1, val_loss=152.0, train_loss=485.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=152.0, train_loss=485.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=152.0, train_loss=485.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.70it/s, v_num=ld_1, val_loss=152.0, train_loss=485.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.70it/s, v_num=ld_1, val_loss=152.0, train_loss=485.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.90it/s, v_num=ld_1, val_loss=75.60, train_loss=485.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.90it/s, v_num=ld_1, val_loss=75.60, train_loss=290.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=75.60, train_loss=290.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=75.60, train_loss=290.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=75.60, train_loss=290.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=75.60, train_loss=290.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=61.90, train_loss=290.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=61.90, train_loss=172.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=61.90, train_loss=172.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=61.90, train_loss=172.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=61.90, train_loss=172.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=61.90, train_loss=172.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=58.20, train_loss=172.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=58.20, train_loss=120.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=58.20, train_loss=120.0]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=58.20, train_loss=120.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=58.20, train_loss=120.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=58.20, train_loss=120.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=42.40, train_loss=120.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=42.40, train_loss=99.10]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=42.40, train_loss=99.10]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=42.40, train_loss=99.10]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=42.40, train_loss=99.10]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=42.40, train_loss=99.10]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=22.80, train_loss=99.10]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=22.80, train_loss=73.80]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=22.80, train_loss=73.80]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=22.80, train_loss=73.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=22.80, train_loss=73.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=22.80, train_loss=73.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=16.50, train_loss=73.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=16.50, train_loss=48.30]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=16.50, train_loss=48.30]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=16.50, train_loss=48.30]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.61it/s, v_num=ld_1, val_loss=16.50, train_loss=48.30]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.61it/s, v_num=ld_1, val_loss=16.50, train_loss=48.30]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=14.40, train_loss=48.30]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=14.40, train_loss=36.70]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=14.40, train_loss=36.70]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=14.40, train_loss=36.70]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_1, val_loss=14.40, train_loss=36.70]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_1, val_loss=14.40, train_loss=36.70]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=11.40, train_loss=36.70]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=11.40, train_loss=25.30]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=11.40, train_loss=25.30]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=11.40, train_loss=25.30]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=11.40, train_loss=25.30]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=11.40, train_loss=25.30]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=8.480, train_loss=25.30]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=8.480, train_loss=18.00]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=8.480, train_loss=18.00]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=8.480, train_loss=18.00]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_1, val_loss=8.480, train_loss=18.00]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_1, val_loss=8.480, train_loss=18.00]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=6.680, train_loss=18.00]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_1, val_loss=6.680, train_loss=12.70]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=6.680, train_loss=12.70]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=6.680, train_loss=12.70]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_1, val_loss=6.680, train_loss=12.70]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_1, val_loss=6.680, train_loss=12.70]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=5.780, train_loss=12.70]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=5.780, train_loss=10.90]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.780, train_loss=10.90]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.780, train_loss=10.90]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=5.780, train_loss=10.90]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=5.780, train_loss=10.90]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=5.460, train_loss=10.90]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=5.460, train_loss=8.900]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.460, train_loss=8.900]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.460, train_loss=8.900]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=5.460, train_loss=8.900]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=5.460, train_loss=8.900]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=5.270, train_loss=8.900]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=5.270, train_loss=8.490]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.270, train_loss=8.490]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.270, train_loss=8.490]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_1, val_loss=5.270, train_loss=8.490]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_1, val_loss=5.270, train_loss=8.490]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=5.160, train_loss=8.490]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=5.160, train_loss=6.600]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.160, train_loss=6.600]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.160, train_loss=6.600]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=5.160, train_loss=6.600]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=5.160, train_loss=6.600]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=5.060, train_loss=6.600]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=5.060, train_loss=5.660]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.060, train_loss=5.660]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.060, train_loss=5.660]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=5.060, train_loss=5.660]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=5.060, train_loss=5.660]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=4.790, train_loss=5.660]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=4.790, train_loss=5.420]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.790, train_loss=5.420]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.790, train_loss=5.420]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=4.790, train_loss=5.420]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=4.790, train_loss=5.420]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=4.410, train_loss=5.420]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=4.410, train_loss=5.740]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.410, train_loss=5.740]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.410, train_loss=5.740]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_1, val_loss=4.410, train_loss=5.740]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_1, val_loss=4.410, train_loss=5.740]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.92it/s, v_num=ld_1, val_loss=4.030, train_loss=5.740]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.92it/s, v_num=ld_1, val_loss=4.030, train_loss=4.960]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.030, train_loss=4.960]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.030, train_loss=4.960]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=4.030, train_loss=4.960]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=4.030, train_loss=4.960]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=3.690, train_loss=4.960]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=3.690, train_loss=4.220]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.690, train_loss=4.220]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.690, train_loss=4.220]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=3.690, train_loss=4.220]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=3.690, train_loss=4.220]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=3.410, train_loss=4.220]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=3.410, train_loss=4.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.410, train_loss=4.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.410, train_loss=4.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_1, val_loss=3.410, train_loss=4.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_1, val_loss=3.410, train_loss=4.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_1, val_loss=3.190, train_loss=4.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_1, val_loss=3.190, train_loss=4.050]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.190, train_loss=4.050]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.190, train_loss=4.050]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.72it/s, v_num=ld_1, val_loss=3.190, train_loss=4.050]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.72it/s, v_num=ld_1, val_loss=3.190, train_loss=4.050]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.49it/s, v_num=ld_1, val_loss=3.020, train_loss=4.050]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.49it/s, v_num=ld_1, val_loss=3.020, train_loss=3.810]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.020, train_loss=3.810]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.020, train_loss=3.810]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.46it/s, v_num=ld_1, val_loss=3.020, train_loss=3.810]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.46it/s, v_num=ld_1, val_loss=3.020, train_loss=3.810]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_1, val_loss=2.910, train_loss=3.810]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_1, val_loss=2.910, train_loss=3.540]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.910, train_loss=3.540]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.910, train_loss=3.540]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_1, val_loss=2.910, train_loss=3.540]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.67it/s, v_num=ld_1, val_loss=2.910, train_loss=3.540]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.89it/s, v_num=ld_1, val_loss=2.820, train_loss=3.540]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.89it/s, v_num=ld_1, val_loss=2.820, train_loss=3.350]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.820, train_loss=3.350]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.820, train_loss=3.350]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_1, val_loss=2.820, train_loss=3.350]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_1, val_loss=2.820, train_loss=3.350]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=2.780, train_loss=3.350]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=2.780, train_loss=3.200]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.780, train_loss=3.200]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.780, train_loss=3.200]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.780, train_loss=3.200]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.780, train_loss=3.200]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.750, train_loss=3.200]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.750, train_loss=3.280]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.750, train_loss=3.280]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.750, train_loss=3.280]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.750, train_loss=3.280]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.750, train_loss=3.280]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.700, train_loss=3.280]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.700, train_loss=3.080]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.700, train_loss=3.080]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.700, train_loss=3.080]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.61it/s, v_num=ld_1, val_loss=2.700, train_loss=3.080]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.61it/s, v_num=ld_1, val_loss=2.700, train_loss=3.080]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_1, val_loss=2.640, train_loss=3.080]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_1, val_loss=2.640, train_loss=2.930]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.640, train_loss=2.930]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.640, train_loss=2.930]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_1, val_loss=2.640, train_loss=2.930]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_1, val_loss=2.640, train_loss=2.930]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.15it/s, v_num=ld_1, val_loss=2.600, train_loss=2.930]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.15it/s, v_num=ld_1, val_loss=2.600, train_loss=2.670]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.600, train_loss=2.670]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.600, train_loss=2.670]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_1, val_loss=2.600, train_loss=2.670]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_1, val_loss=2.600, train_loss=2.670]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.90it/s, v_num=ld_1, val_loss=2.570, train_loss=2.670]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.90it/s, v_num=ld_1, val_loss=2.570, train_loss=2.570]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.570, train_loss=2.570]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.570, train_loss=2.570]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.570, train_loss=2.570]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.570, train_loss=2.570]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.550, train_loss=2.570]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.550, train_loss=2.640]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.550, train_loss=2.640]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.550, train_loss=2.640]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_1, val_loss=2.550, train_loss=2.640]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_1, val_loss=2.550, train_loss=2.640]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.94it/s, v_num=ld_1, val_loss=2.530, train_loss=2.640]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.94it/s, v_num=ld_1, val_loss=2.530, train_loss=2.460]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.530, train_loss=2.460]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.530, train_loss=2.460]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.530, train_loss=2.460]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.530, train_loss=2.460]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.520, train_loss=2.460]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.520, train_loss=2.560]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.520, train_loss=2.560]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.520, train_loss=2.560]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.520, train_loss=2.560]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.520, train_loss=2.560]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.500, train_loss=2.560]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.500, train_loss=2.560]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=2.560]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=2.560]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.500, train_loss=2.560]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.500, train_loss=2.560]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.480, train_loss=2.560]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.480, train_loss=2.450]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.480, train_loss=2.450]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.480, train_loss=2.450]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_1, val_loss=2.480, train_loss=2.450]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_1, val_loss=2.480, train_loss=2.450]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=2.470, train_loss=2.450]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=2.470, train_loss=2.520]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.470, train_loss=2.520]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.470, train_loss=2.520]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_1, val_loss=2.470, train_loss=2.520]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_1, val_loss=2.470, train_loss=2.520]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.460, train_loss=2.520]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.460, train_loss=2.450]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.460, train_loss=2.450]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.460, train_loss=2.450]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.460, train_loss=2.450]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.460, train_loss=2.450]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.440, train_loss=2.450]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.440, train_loss=2.420]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.440, train_loss=2.420]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.440, train_loss=2.420]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_1, val_loss=2.440, train_loss=2.420]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_1, val_loss=2.440, train_loss=2.420]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_1, val_loss=2.430, train_loss=2.420]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_1, val_loss=2.430, train_loss=2.350]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.430, train_loss=2.350]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.430, train_loss=2.350]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.74it/s, v_num=ld_1, val_loss=2.430, train_loss=2.350]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.73it/s, v_num=ld_1, val_loss=2.430, train_loss=2.350]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.47it/s, v_num=ld_1, val_loss=2.420, train_loss=2.350]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.47it/s, v_num=ld_1, val_loss=2.420, train_loss=2.340]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.420, train_loss=2.340]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.420, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_1, val_loss=2.420, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_1, val_loss=2.420, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.89it/s, v_num=ld_1, val_loss=2.410, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.89it/s, v_num=ld_1, val_loss=2.410, train_loss=2.320]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.410, train_loss=2.320]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.410, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.410, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.410, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.400, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.400, train_loss=2.360]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.400, train_loss=2.360]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.400, train_loss=2.360]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_1, val_loss=2.400, train_loss=2.360]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_1, val_loss=2.400, train_loss=2.360]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.94it/s, v_num=ld_1, val_loss=2.400, train_loss=2.360]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.94it/s, v_num=ld_1, val_loss=2.400, train_loss=2.450]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.400, train_loss=2.450]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.400, train_loss=2.450]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.400, train_loss=2.450]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.400, train_loss=2.450]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.390, train_loss=2.450]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.390, train_loss=2.370]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.390, train_loss=2.370]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.390, train_loss=2.370]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.390, train_loss=2.370]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.390, train_loss=2.370]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.380, train_loss=2.370]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.380, train_loss=2.310]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.310]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.310]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.58it/s, v_num=ld_1, val_loss=2.380, train_loss=2.310]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.58it/s, v_num=ld_1, val_loss=2.380, train_loss=2.310]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_1, val_loss=2.370, train_loss=2.310]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_1, val_loss=2.370, train_loss=2.330]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.330]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.330]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_1, val_loss=2.370, train_loss=2.330]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_1, val_loss=2.370, train_loss=2.330]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=2.370, train_loss=2.330]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=2.370, train_loss=2.340]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.340]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.340]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.370, train_loss=2.340]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.370, train_loss=2.340]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.360, train_loss=2.340]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.360, train_loss=2.340]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.360, train_loss=2.340]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.360, train_loss=2.340]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.360, train_loss=2.340]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.360, train_loss=2.340]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.350, train_loss=2.340]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.350, train_loss=2.310]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.310]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.350, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.350, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.330, train_loss=2.340]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.330, train_loss=2.290]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.290]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.330, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.330, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.330, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.330, train_loss=2.330]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.330]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.330]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.330, train_loss=2.330]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.330, train_loss=2.330]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.330, train_loss=2.330]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.330, train_loss=2.320]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.320]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.320]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.330, train_loss=2.320]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.330, train_loss=2.320]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.330, train_loss=2.320]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.330, train_loss=2.270]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.270]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.270]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_1, val_loss=2.330, train_loss=2.270]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_1, val_loss=2.330, train_loss=2.270]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_1, val_loss=2.320, train_loss=2.270]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=2.320, train_loss=2.320]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.320]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.320]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.320, train_loss=2.320]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.320, train_loss=2.320]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.320, train_loss=2.320]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.320, train_loss=2.280]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.280]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.280]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.320, train_loss=2.280]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.320, train_loss=2.280]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_1, val_loss=2.320, train_loss=2.280]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.320, train_loss=2.310]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.310]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.310]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.320, train_loss=2.310]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.320, train_loss=2.310]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.320, train_loss=2.310]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.320, train_loss=2.290]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.290]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.290]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.320, train_loss=2.290]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.320, train_loss=2.290]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.320, train_loss=2.290]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.76it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.76it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.92it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.92it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 91:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 91:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 92:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 92:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 93:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 93:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 94:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 94:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 95:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 95:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 96:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 96:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 97:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.270]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.4334747791290283
      Accuracy_val          0.13772454857826233
        val_loss             2.314005136489868
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/latest/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:298: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.84it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.84it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.94it/s, v_num=ld_2, val_loss=228.0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.94it/s, v_num=ld_2, val_loss=228.0, train_loss=565.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=228.0, train_loss=565.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=228.0, train_loss=565.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=228.0, train_loss=565.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=228.0, train_loss=565.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=200.0, train_loss=565.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=200.0, train_loss=394.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=200.0, train_loss=394.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=200.0, train_loss=394.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=200.0, train_loss=394.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=200.0, train_loss=394.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=122.0, train_loss=394.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=122.0, train_loss=284.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=122.0, train_loss=284.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=122.0, train_loss=284.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=122.0, train_loss=284.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=122.0, train_loss=284.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=81.00, train_loss=284.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=81.00, train_loss=202.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=81.00, train_loss=202.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=81.00, train_loss=202.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=81.00, train_loss=202.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=81.00, train_loss=202.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=59.50, train_loss=202.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=59.50, train_loss=147.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=59.50, train_loss=147.0]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=59.50, train_loss=147.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_2, val_loss=59.50, train_loss=147.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_2, val_loss=59.50, train_loss=147.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_2, val_loss=47.00, train_loss=147.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_2, val_loss=47.00, train_loss=104.0]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=47.00, train_loss=104.0]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=47.00, train_loss=104.0]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=47.00, train_loss=104.0]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=47.00, train_loss=104.0]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=34.50, train_loss=104.0]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=34.50, train_loss=73.70]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=34.50, train_loss=73.70]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=34.50, train_loss=73.70]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=34.50, train_loss=73.70]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=34.50, train_loss=73.70]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=22.70, train_loss=73.70]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=22.70, train_loss=57.80]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=22.70, train_loss=57.80]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=22.70, train_loss=57.80]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=22.70, train_loss=57.80]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=22.70, train_loss=57.80]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=18.50, train_loss=57.80]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=18.50, train_loss=38.90]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=18.50, train_loss=38.90]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=18.50, train_loss=38.90]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=18.50, train_loss=38.90]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=18.50, train_loss=38.90]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=14.30, train_loss=38.90]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=14.30, train_loss=32.80]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=14.30, train_loss=32.80]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=14.30, train_loss=32.80]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=14.30, train_loss=32.80]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=14.30, train_loss=32.80]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=11.30, train_loss=32.80]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=11.30, train_loss=23.70]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=11.30, train_loss=23.70]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=11.30, train_loss=23.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=11.30, train_loss=23.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=11.30, train_loss=23.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=9.250, train_loss=23.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=9.250, train_loss=16.60]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=9.250, train_loss=16.60]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=9.250, train_loss=16.60]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_2, val_loss=9.250, train_loss=16.60]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_2, val_loss=9.250, train_loss=16.60]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=8.110, train_loss=16.60]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=8.110, train_loss=13.00]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.110, train_loss=13.00]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.110, train_loss=13.00]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=8.110, train_loss=13.00]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=8.110, train_loss=13.00]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=7.450, train_loss=13.00]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=7.450, train_loss=13.20]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.450, train_loss=13.20]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.450, train_loss=13.20]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=7.450, train_loss=13.20]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=7.450, train_loss=13.20]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=7.100, train_loss=13.20]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=7.100, train_loss=10.50]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.100, train_loss=10.50]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.100, train_loss=10.50]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=7.100, train_loss=10.50]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=7.100, train_loss=10.50]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=6.710, train_loss=10.50]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=6.710, train_loss=9.470]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.710, train_loss=9.470]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.710, train_loss=9.470]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.61it/s, v_num=ld_2, val_loss=6.710, train_loss=9.470]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.61it/s, v_num=ld_2, val_loss=6.710, train_loss=9.470]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_2, val_loss=6.360, train_loss=9.470]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_2, val_loss=6.360, train_loss=8.740]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.360, train_loss=8.740]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.360, train_loss=8.740]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=6.360, train_loss=8.740]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=6.360, train_loss=8.740]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=5.860, train_loss=8.740]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=5.860, train_loss=8.120]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.860, train_loss=8.120]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.860, train_loss=8.120]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=5.860, train_loss=8.120]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=5.860, train_loss=8.120]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=5.340, train_loss=8.120]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=5.340, train_loss=8.480]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.340, train_loss=8.480]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.340, train_loss=8.480]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=5.340, train_loss=8.480]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_2, val_loss=5.340, train_loss=8.480]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=4.930, train_loss=8.480]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=4.930, train_loss=7.260]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.930, train_loss=7.260]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.930, train_loss=7.260]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=4.930, train_loss=7.260]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=4.930, train_loss=7.260]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=4.630, train_loss=7.260]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=4.630, train_loss=7.450]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.630, train_loss=7.450]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.630, train_loss=7.450]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=4.630, train_loss=7.450]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=4.630, train_loss=7.450]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=4.350, train_loss=7.450]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=4.350, train_loss=6.590]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.350, train_loss=6.590]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.350, train_loss=6.590]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=4.350, train_loss=6.590]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_2, val_loss=4.350, train_loss=6.590]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=4.210, train_loss=6.590]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=4.210, train_loss=6.720]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.210, train_loss=6.720]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.210, train_loss=6.720]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_2, val_loss=4.210, train_loss=6.720]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_2, val_loss=4.210, train_loss=6.720]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=4.140, train_loss=6.720]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=4.140, train_loss=6.350]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.140, train_loss=6.350]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.140, train_loss=6.350]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=4.140, train_loss=6.350]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=4.140, train_loss=6.350]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.94it/s, v_num=ld_2, val_loss=4.070, train_loss=6.350]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.94it/s, v_num=ld_2, val_loss=4.070, train_loss=6.140]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.070, train_loss=6.140]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.070, train_loss=6.140]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=4.070, train_loss=6.140]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=4.070, train_loss=6.140]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=4.030, train_loss=6.140]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=4.030, train_loss=5.300]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.030, train_loss=5.300]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.030, train_loss=5.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=4.030, train_loss=5.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=4.030, train_loss=5.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=3.900, train_loss=5.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=3.900, train_loss=5.430]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.900, train_loss=5.430]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.900, train_loss=5.430]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_2, val_loss=3.900, train_loss=5.430]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_2, val_loss=3.900, train_loss=5.430]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=3.740, train_loss=5.430]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=3.740, train_loss=5.020]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.740, train_loss=5.020]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.740, train_loss=5.020]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=3.740, train_loss=5.020]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=3.740, train_loss=5.020]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=3.620, train_loss=5.020]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=3.620, train_loss=4.820]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.620, train_loss=4.820]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.620, train_loss=4.820]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.620, train_loss=4.820]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.620, train_loss=4.820]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.520, train_loss=4.820]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.520, train_loss=4.950]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.520, train_loss=4.950]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.520, train_loss=4.950]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=3.520, train_loss=4.950]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=3.520, train_loss=4.950]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.420, train_loss=4.950]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.420, train_loss=4.600]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.420, train_loss=4.600]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.420, train_loss=4.600]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=3.420, train_loss=4.600]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=3.420, train_loss=4.600]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=3.340, train_loss=4.600]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=3.340, train_loss=4.430]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.340, train_loss=4.430]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.340, train_loss=4.430]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.340, train_loss=4.430]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.340, train_loss=4.430]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.280, train_loss=4.430]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.280, train_loss=4.320]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.280, train_loss=4.320]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.280, train_loss=4.320]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=3.280, train_loss=4.320]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=3.280, train_loss=4.320]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_2, val_loss=3.240, train_loss=4.320]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.240, train_loss=4.760]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.240, train_loss=4.760]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.240, train_loss=4.760]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=3.240, train_loss=4.760]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.240, train_loss=4.760]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.190, train_loss=4.760]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.190, train_loss=4.600]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.190, train_loss=4.600]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.190, train_loss=4.600]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=3.190, train_loss=4.600]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=3.190, train_loss=4.600]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=3.150, train_loss=4.600]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=3.150, train_loss=4.080]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.150, train_loss=4.080]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.150, train_loss=4.080]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.150, train_loss=4.080]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.150, train_loss=4.080]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.150, train_loss=4.080]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.150, train_loss=3.800]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.150, train_loss=3.800]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.150, train_loss=3.800]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.150, train_loss=3.800]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.150, train_loss=3.800]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.160, train_loss=3.800]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.160, train_loss=3.660]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.160, train_loss=3.660]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.160, train_loss=3.660]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.62it/s, v_num=ld_2, val_loss=3.160, train_loss=3.660]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.62it/s, v_num=ld_2, val_loss=3.160, train_loss=3.660]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_2, val_loss=3.170, train_loss=3.660]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_2, val_loss=3.170, train_loss=3.790]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.170, train_loss=3.790]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.170, train_loss=3.790]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=3.170, train_loss=3.790]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=3.170, train_loss=3.790]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=3.160, train_loss=3.790]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=3.160, train_loss=3.760]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.160, train_loss=3.760]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.160, train_loss=3.760]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.160, train_loss=3.760]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.160, train_loss=3.760]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=3.130, train_loss=3.760]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=3.130, train_loss=3.730]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.130, train_loss=3.730]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.130, train_loss=3.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.130, train_loss=3.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=3.130, train_loss=3.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.080, train_loss=3.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.080, train_loss=3.520]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.080, train_loss=3.520]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.080, train_loss=3.520]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=3.080, train_loss=3.520]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.87it/s, v_num=ld_2, val_loss=3.080, train_loss=3.520]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=3.040, train_loss=3.520]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.94it/s, v_num=ld_2, val_loss=3.040, train_loss=3.340]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.040, train_loss=3.340]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.040, train_loss=3.340]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=3.040, train_loss=3.340]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=3.040, train_loss=3.340]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.990, train_loss=3.340]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.990, train_loss=3.200]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.990, train_loss=3.200]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.990, train_loss=3.200]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.990, train_loss=3.200]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.990, train_loss=3.200]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.950, train_loss=3.200]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.950, train_loss=3.580]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.950, train_loss=3.580]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.950, train_loss=3.580]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.950, train_loss=3.580]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.950, train_loss=3.580]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.910, train_loss=3.580]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.910, train_loss=3.120]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.910, train_loss=3.120]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.910, train_loss=3.120]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=2.910, train_loss=3.120]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=2.910, train_loss=3.120]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.880, train_loss=3.120]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.880, train_loss=3.030]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.880, train_loss=3.030]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.880, train_loss=3.030]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.880, train_loss=3.030]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.880, train_loss=3.030]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.830, train_loss=3.030]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.830, train_loss=2.910]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.830, train_loss=2.910]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.830, train_loss=2.910]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.830, train_loss=2.910]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.830, train_loss=2.910]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.800, train_loss=2.910]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.800, train_loss=3.090]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.800, train_loss=3.090]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.800, train_loss=3.090]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.59it/s, v_num=ld_2, val_loss=2.800, train_loss=3.090]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.59it/s, v_num=ld_2, val_loss=2.800, train_loss=3.090]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_2, val_loss=2.770, train_loss=3.090]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_2, val_loss=2.770, train_loss=2.980]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.770, train_loss=2.980]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.770, train_loss=2.980]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_2, val_loss=2.770, train_loss=2.980]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_2, val_loss=2.770, train_loss=2.980]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_2, val_loss=2.730, train_loss=2.980]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_2, val_loss=2.730, train_loss=2.620]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.730, train_loss=2.620]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.730, train_loss=2.620]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.730, train_loss=2.620]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.730, train_loss=2.620]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.690, train_loss=2.620]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.690, train_loss=2.760]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.690, train_loss=2.760]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.690, train_loss=2.760]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.690, train_loss=2.760]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.690, train_loss=2.760]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.650, train_loss=2.760]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.650, train_loss=2.690]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.650, train_loss=2.690]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.650, train_loss=2.690]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=2.650, train_loss=2.690]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=2.650, train_loss=2.690]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.620, train_loss=2.690]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.620, train_loss=2.610]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.620, train_loss=2.610]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.620, train_loss=2.610]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.620, train_loss=2.610]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.620, train_loss=2.610]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.600, train_loss=2.610]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.600, train_loss=2.780]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.600, train_loss=2.780]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.600, train_loss=2.780]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.600, train_loss=2.780]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.600, train_loss=2.780]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_2, val_loss=2.570, train_loss=2.780]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.570, train_loss=2.540]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.570, train_loss=2.540]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.570, train_loss=2.540]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_2, val_loss=2.570, train_loss=2.540]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_2, val_loss=2.570, train_loss=2.540]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.560, train_loss=2.540]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.560, train_loss=2.670]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.560, train_loss=2.670]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.560, train_loss=2.670]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.560, train_loss=2.670]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.560, train_loss=2.670]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.550, train_loss=2.670]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.550, train_loss=2.580]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.550, train_loss=2.580]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.550, train_loss=2.580]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.550, train_loss=2.580]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.550, train_loss=2.580]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.540, train_loss=2.580]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.540, train_loss=2.570]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.540, train_loss=2.570]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.540, train_loss=2.570]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.540, train_loss=2.570]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.540, train_loss=2.570]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.520, train_loss=2.570]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.520, train_loss=2.550]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.520, train_loss=2.550]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.520, train_loss=2.550]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.61it/s, v_num=ld_2, val_loss=2.520, train_loss=2.550]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.61it/s, v_num=ld_2, val_loss=2.520, train_loss=2.550]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_2, val_loss=2.500, train_loss=2.550]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_2, val_loss=2.500, train_loss=2.490]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.500, train_loss=2.490]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.500, train_loss=2.490]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_2, val_loss=2.500, train_loss=2.490]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/s, v_num=ld_2, val_loss=2.500, train_loss=2.490]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_2, val_loss=2.490, train_loss=2.490]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.93it/s, v_num=ld_2, val_loss=2.490, train_loss=2.390]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.490, train_loss=2.390]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.490, train_loss=2.390]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.490, train_loss=2.390]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.490, train_loss=2.390]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.470, train_loss=2.390]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.470, train_loss=2.450]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.470, train_loss=2.450]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.470, train_loss=2.450]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.470, train_loss=2.450]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.470, train_loss=2.450]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.460, train_loss=2.450]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.460, train_loss=2.420]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.460, train_loss=2.420]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.460, train_loss=2.420]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.460, train_loss=2.420]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=2.460, train_loss=2.420]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.450, train_loss=2.420]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.450, train_loss=2.430]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.430]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.430]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.450, train_loss=2.430]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.450, train_loss=2.430]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.430]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.440, train_loss=2.430]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.430]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.430]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.430]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.430]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.430]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.340]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.340]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.340]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.340]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.340]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.340]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.410]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.410]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.410]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_2, val_loss=2.440, train_loss=2.410]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_2, val_loss=2.440, train_loss=2.410]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.440, train_loss=2.410]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.440, train_loss=2.360]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.440, train_loss=2.380]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.380]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.380]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.380]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.380]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.380]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.370]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.370]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.370]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.370]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.370]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.370]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.440, train_loss=2.350]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.350]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.350]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.440, train_loss=2.350]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.440, train_loss=2.350]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.440, train_loss=2.350]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.440, train_loss=2.330]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.440, train_loss=2.310]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.450, train_loss=2.280]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.280]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_2, val_loss=2.450, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_2, val_loss=2.450, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_2, val_loss=2.450, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_2, val_loss=2.450, train_loss=2.340]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.340]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.340]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.31it/s, v_num=ld_2, val_loss=2.450, train_loss=2.340]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.31it/s, v_num=ld_2, val_loss=2.450, train_loss=2.340]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_2, val_loss=2.450, train_loss=2.340]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_2, val_loss=2.450, train_loss=2.320]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.320]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.320]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.86it/s, v_num=ld_2, val_loss=2.450, train_loss=2.320]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.86it/s, v_num=ld_2, val_loss=2.450, train_loss=2.320]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_2, val_loss=2.450, train_loss=2.320]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.450, train_loss=2.310]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.95it/s, v_num=ld_2, val_loss=2.450, train_loss=2.260]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.260]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.260]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.450, train_loss=2.260]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.450, train_loss=2.260]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.450, train_loss=2.260]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.450, train_loss=2.270]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.270]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.450, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.450, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.450, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.450, train_loss=2.390]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.390]
Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.390]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.450, train_loss=2.390]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=2.450, train_loss=2.390]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.450, train_loss=2.390]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.450, train_loss=2.290]
Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.290]
Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=2.290]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.450, train_loss=2.290]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.450, train_loss=2.290]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.450, train_loss=2.290]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.450, train_loss=2.280]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.450, train_loss=2.280]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.5374851226806641
      Accuracy_val          0.13855421543121338
        val_loss             2.450515031814575
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model AttentionAndSelfActivation

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 49.98it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 49.22it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.24it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.78it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.46it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.17it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.71it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.46it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.75it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.55it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.72it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.55it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.29it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.14it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.63it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.47it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 62.09it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.97it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.21it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.10it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.67it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.58it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.43it/s, v_num=ld_0, val_loss=2.240]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.19it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 63.41it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 62.25it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.63it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.04it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.79it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.40it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.14it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.84it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.58it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.32it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.79it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.59it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.76it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.57it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.84it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.67it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.51it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.36it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.51it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.38it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.87it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.76it/s, v_num=ld_0, val_loss=2.240, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.73it/s, v_num=ld_0, val_loss=1.770, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.47it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 64.48it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 63.33it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.44it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.85it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.87it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.47it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.11it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.81it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.61it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.35it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.91it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.71it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.05it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.87it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.13it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.97it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.97it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.82it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.67it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.54it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.92it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.80it/s, v_num=ld_0, val_loss=1.770, train_loss=1.930]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.76it/s, v_num=ld_0, val_loss=1.510, train_loss=1.930]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.50it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 63.87it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 62.75it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.72it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.13it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.08it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.68it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.64it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.32it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.74it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.47it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.99it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.78it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.25it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.08it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.33it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.18it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.39it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.25it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.37it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.24it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.37it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.26it/s, v_num=ld_0, val_loss=1.510, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.12it/s, v_num=ld_0, val_loss=1.210, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.85it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 63.28it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 62.17it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.13it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.56it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.70it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.30it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.19it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.88it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.55it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.31it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.10it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.88it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.09it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.91it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.37it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.22it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.52it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.39it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.59it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.47it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.90it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.79it/s, v_num=ld_0, val_loss=1.210, train_loss=1.120]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.43it/s, v_num=ld_0, val_loss=1.200, train_loss=1.120]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.18it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 64.07it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 62.95it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.04it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.43it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.84it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.42it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.69it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.36it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.77it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.51it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.39it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.18it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.41it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.23it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.65it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.50it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.67it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.53it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.52it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.40it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.66it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.54it/s, v_num=ld_0, val_loss=1.200, train_loss=0.826]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.34it/s, v_num=ld_0, val_loss=1.000, train_loss=0.826]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.07it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 58.42it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 57.40it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.24it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.72it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.23it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.85it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.71it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.42it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.94it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.71it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.41it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.15it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.72it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.55it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.89it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.74it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.08it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 62.95it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.20it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.07it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.54it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.43it/s, v_num=ld_0, val_loss=1.000, train_loss=0.749]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.70it/s, v_num=ld_0, val_loss=0.888, train_loss=0.749]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.45it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 64.09it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 62.94it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.48it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.92it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.62it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.24it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.50it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.20it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.56it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.33it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.00it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.80it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.31it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.14it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.76it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.61it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.58it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.45it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.73it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.60it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.09it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.97it/s, v_num=ld_0, val_loss=0.888, train_loss=0.469]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.09it/s, v_num=ld_0, val_loss=1.150, train_loss=0.469]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.82it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 64.33it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 63.18it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.23it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.63it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.39it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.00it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.67it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.40it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.58it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.34it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.40it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.20it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.48it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.31it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.79it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.64it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.70it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.57it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.52it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.40it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.72it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.62it/s, v_num=ld_0, val_loss=1.150, train_loss=0.326]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.50it/s, v_num=ld_0, val_loss=1.060, train_loss=0.326]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.26it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 64.85it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 63.69it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.10it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.48it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.73it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.30it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.73it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.37it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.82it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.57it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.08it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.87it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.22it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.05it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.01it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.85it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.05it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.91it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.20it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.07it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.31it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.20it/s, v_num=ld_0, val_loss=1.060, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.04it/s, v_num=ld_0, val_loss=1.140, train_loss=0.253]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.78it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 64.52it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 63.37it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.72it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.12it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.07it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.65it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.86it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.56it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.45it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.20it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.95it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.75it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.17it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.00it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.21it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.05it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.32it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.18it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.26it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.14it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.64it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.53it/s, v_num=ld_0, val_loss=1.140, train_loss=0.232]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.11it/s, v_num=ld_0, val_loss=1.170, train_loss=0.232]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.85it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 64.15it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 63.03it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.17it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.58it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.45it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.05it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.62it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.31it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.81it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.54it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.15it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.91it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.24it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.06it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.36it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.21it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.50it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.36it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.57it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.44it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.91it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.80it/s, v_num=ld_0, val_loss=1.170, train_loss=0.217]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.55it/s, v_num=ld_0, val_loss=1.120, train_loss=0.217]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.27it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 59.95it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 58.90it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.45it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.90it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.30it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.92it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.19it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.90it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.72it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.48it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.82it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.61it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.07it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.89it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.84it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.68it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.02it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.88it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.12it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.00it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.50it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.39it/s, v_num=ld_0, val_loss=1.120, train_loss=0.195]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.21it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.94it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 65.17it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 63.99it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.58it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.00it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.19it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.79it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.97it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.63it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.92it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.67it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.30it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.08it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.33it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.14it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.32it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.16it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.04it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.90it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.10it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.98it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.44it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.32it/s, v_num=ld_0, val_loss=1.200, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.16it/s, v_num=ld_0, val_loss=1.050, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.89it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 65.14it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 63.98it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.35it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.75it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.39it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.95it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.70it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.40it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.05it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.81it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.59it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.38it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.66it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.48it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.72it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.56it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.71it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.57it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.63it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.50it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.06it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.95it/s, v_num=ld_0, val_loss=1.050, train_loss=0.140]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.82it/s, v_num=ld_0, val_loss=1.190, train_loss=0.140]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.54it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 64.81it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 63.67it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.53it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.93it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.82it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.41it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.97it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.65it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.05it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.80it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.26it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.05it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.23it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.05it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.23it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.07it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.22it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.05it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.22it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.09it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.24it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.12it/s, v_num=ld_0, val_loss=1.190, train_loss=0.075]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.67it/s, v_num=ld_0, val_loss=1.270, train_loss=0.075]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.40it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 60.01it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 58.97it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.84it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.31it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.66it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.29it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.97it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.69it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.57it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.34it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.94it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.75it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.02it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.85it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.37it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.21it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 62.48it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 62.34it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.73it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.61it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.22it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.11it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0676]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.25it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0676]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.01it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 63.95it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 62.79it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.38it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.77it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.94it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.54it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.24it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.93it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.59it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.32it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.41it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.21it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.21it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.03it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.08it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.93it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.30it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.15it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.38it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.26it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.80it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.67it/s, v_num=ld_0, val_loss=1.330, train_loss=0.131]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.84it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.59it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 60.07it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 59.04it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.67it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.13it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.88it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.49it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.40it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.10it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.94it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.70it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.36it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.15it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.61it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.43it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.27it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.12it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.17it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.03it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.09it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.96it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.15it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.03it/s, v_num=ld_0, val_loss=1.570, train_loss=0.131]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.90it/s, v_num=ld_0, val_loss=1.200, train_loss=0.131]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.63it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 61.34it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 60.28it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.87it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.34it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.76it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.38it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.52it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.23it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.96it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.70it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.91it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.69it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.04it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.86it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.29it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.14it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.17it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.04it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.39it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.27it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.69it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.58it/s, v_num=ld_0, val_loss=1.200, train_loss=0.200]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.56it/s, v_num=ld_0, val_loss=1.140, train_loss=0.200]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.29it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 65.50it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 64.32it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.07it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.44it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.83it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.43it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.37it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.06it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.58it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.32it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.69it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.49it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.69it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.51it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.37it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.21it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.39it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.24it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.22it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.09it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.53it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.42it/s, v_num=ld_0, val_loss=1.140, train_loss=0.316]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.15it/s, v_num=ld_0, val_loss=1.210, train_loss=0.316]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.88it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 64.40it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 63.26it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.23it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.63it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.74it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.33it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.95it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.63it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.19it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.95it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.42it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.22it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.72it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.54it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.81it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.65it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.72it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.58it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.74it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.62it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.80it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.67it/s, v_num=ld_0, val_loss=1.210, train_loss=0.147]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.40it/s, v_num=ld_0, val_loss=1.200, train_loss=0.147]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.14it/s, v_num=ld_0, val_loss=1.200, train_loss=0.0914]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.76it/s, v_num=ld_0, val_loss=1.200, train_loss=0.0914]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9501507878303528
      Accuracy_val           0.742514967918396
        val_loss             1.203713059425354
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 28.57it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 28.14it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 31.76it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 31.50it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.27it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.13it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.74it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.62it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 45.10it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 44.99it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.56it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.46it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.53it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.44it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 50.91it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 50.83it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.22it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.14it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.33it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.25it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.42it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.34it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.12it/s, v_num=ld_1, val_loss=2.110]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.94it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 61.28it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 60.22it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.40it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.82it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.25it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.84it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.61it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.31it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.04it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.80it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.22it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.00it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.72it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.54it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.19it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.02it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.09it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.94it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.19it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.06it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.56it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.44it/s, v_num=ld_1, val_loss=2.110, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.47it/s, v_num=ld_1, val_loss=1.610, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.20it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 59.93it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 58.81it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.51it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.91it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.90it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.48it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.27it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.96it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.61it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.38it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.14it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.94it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.30it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.12it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.26it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.11it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.55it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.41it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.77it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.65it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.25it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.14it/s, v_num=ld_1, val_loss=1.610, train_loss=1.840]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.25it/s, v_num=ld_1, val_loss=1.350, train_loss=1.840]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.00it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 62.99it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 61.86it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.46it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.83it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.46it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.05it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.83it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.51it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.00it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.77it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.29it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.07it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.41it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.21it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.23it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.07it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.80it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.65it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.66it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.54it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.99it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.87it/s, v_num=ld_1, val_loss=1.350, train_loss=1.310]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.39it/s, v_num=ld_1, val_loss=1.390, train_loss=1.310]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.14it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 64.07it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 62.71it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.21it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.62it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.31it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.93it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.90it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.59it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.23it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.98it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.06it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.85it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.01it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.83it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.79it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.64it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.78it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.65it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.45it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.33it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.77it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.66it/s, v_num=ld_1, val_loss=1.390, train_loss=0.994]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.74it/s, v_num=ld_1, val_loss=1.160, train_loss=0.994]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.48it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 63.19it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 62.07it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.51it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.92it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.19it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.80it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.69it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.37it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.11it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.88it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.52it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.32it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.70it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.51it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.99it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.84it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.58it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.44it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.49it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.37it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.40it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.29it/s, v_num=ld_1, val_loss=1.160, train_loss=0.785]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.14it/s, v_num=ld_1, val_loss=1.250, train_loss=0.785]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.86it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 62.56it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 61.46it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.25it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.68it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.40it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.01it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.23it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.93it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.65it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.41it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.60it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.40it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.04it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.87it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.33it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.18it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.50it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.37it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.66it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.54it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.13it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.02it/s, v_num=ld_1, val_loss=1.250, train_loss=0.664]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.67it/s, v_num=ld_1, val_loss=1.190, train_loss=0.664]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.40it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 63.24it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 62.06it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.82it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.22it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.54it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.13it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.01it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.69it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.20it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.96it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.80it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.60it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.07it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.90it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.13it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.97it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.07it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.92it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.67it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.54it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.86it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.72it/s, v_num=ld_1, val_loss=1.190, train_loss=0.526]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.65it/s, v_num=ld_1, val_loss=1.240, train_loss=0.526]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.39it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 61.41it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 60.25it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.09it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.52it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.93it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.55it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.55it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.25it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.91it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.66it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.35it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.13it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.45it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.27it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.43it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.28it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.59it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.46it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.82it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.69it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.14it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.02it/s, v_num=ld_1, val_loss=1.240, train_loss=0.400]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.95it/s, v_num=ld_1, val_loss=1.560, train_loss=0.400]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.66it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 65.52it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 64.34it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.26it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.67it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.50it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.10it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.17it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.88it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.52it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.27it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.65it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.44it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.66it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.48it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.64it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.48it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.39it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.25it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.44it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.32it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.78it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.67it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.40it/s, v_num=ld_1, val_loss=1.560, train_loss=0.303]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.14it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 63.70it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 62.57it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.09it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.51it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.68it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.30it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.21it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.92it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.83it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.60it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.18it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.98it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.42it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.25it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.64it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.48it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.80it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.66it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.57it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.44it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.88it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.77it/s, v_num=ld_1, val_loss=1.560, train_loss=0.226]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.51it/s, v_num=ld_1, val_loss=1.480, train_loss=0.226]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.25it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 65.19it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 64.02it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.04it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.42it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.61it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.20it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.62it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.31it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.06it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.81it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.17it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.96it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.47it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.27it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.58it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.43it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.55it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.41it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.34it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.22it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.27it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.15it/s, v_num=ld_1, val_loss=1.480, train_loss=0.229]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.79it/s, v_num=ld_1, val_loss=1.510, train_loss=0.229]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.53it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 65.00it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 63.77it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.51it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.91it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.50it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.09it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.72it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.40it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.63it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.37it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.08it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.87it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.21it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.02it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.45it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.29it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.56it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.42it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.70it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.57it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.05it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.94it/s, v_num=ld_1, val_loss=1.510, train_loss=0.297]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.42it/s, v_num=ld_1, val_loss=1.320, train_loss=0.297]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.16it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 64.00it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 62.85it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.20it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.61it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.41it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.01it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.56it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.27it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.42it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.15it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.97it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.77it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.21it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.96it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.25it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.06it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.17it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.03it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.10it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.97it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.33it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.22it/s, v_num=ld_1, val_loss=1.320, train_loss=0.260]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.18it/s, v_num=ld_1, val_loss=1.360, train_loss=0.260]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.92it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 59.09it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 58.01it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.19it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.62it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.15it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.66it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.73it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.44it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.28it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.04it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.70it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.50it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.03it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.84it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.88it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.71it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.64it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.50it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.58it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.45it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.65it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.54it/s, v_num=ld_1, val_loss=1.360, train_loss=0.188]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.33it/s, v_num=ld_1, val_loss=1.460, train_loss=0.188]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.06it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 63.44it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 62.28it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.71it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.09it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.31it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.92it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.56it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.26it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.57it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.32it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.88it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.67it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.15it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.97it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.18it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.02it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.85it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.71it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.85it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.72it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.05it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.88it/s, v_num=ld_1, val_loss=1.460, train_loss=0.113]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.58it/s, v_num=ld_1, val_loss=1.500, train_loss=0.113]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.32it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 61.85it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 60.74it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.57it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.00it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.74it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.37it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.18it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.89it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.40it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.18it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.75it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.57it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.10it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.92it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.36it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.20it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.53it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.38it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.46it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.33it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.90it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.79it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0858]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.01it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0858]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.76it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 66.55it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 65.25it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.80it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.20it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.44it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.04it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.45it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.11it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.02it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.75it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.17it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.96it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.38it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.20it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.52it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.36it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.78it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.64it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.93it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.81it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.98it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.87it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0744]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.65it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0744]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.39it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 64.04it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 62.78it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.88it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.27it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.69it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.28it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.49it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.18it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.91it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.66it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.39it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.19it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.68it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.51it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.88it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.72it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.95it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.81it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.93it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.81it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.37it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.26it/s, v_num=ld_1, val_loss=2.060, train_loss=0.0733]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.71it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0733]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.43it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 64.19it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 63.03it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.09it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.45it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.53it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.11it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.63it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.32it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.86it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.61it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.44it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.23it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.55it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.37it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.73it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.57it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.74it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.60it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.83it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.71it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.18it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.06it/s, v_num=ld_1, val_loss=1.920, train_loss=0.0555]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.72it/s, v_num=ld_1, val_loss=1.900, train_loss=0.0555]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.45it/s, v_num=ld_1, val_loss=1.900, train_loss=0.0579]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.07it/s, v_num=ld_1, val_loss=1.900, train_loss=0.0579]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9285789728164673
      Accuracy_val           0.682634711265564
        val_loss            1.8968359231948853
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 28.45it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 28.02it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 31.61it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 31.34it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 36.94it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 36.79it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.26it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.13it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 44.52it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 44.41it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.11it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.01it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 48.92it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 48.82it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 50.53it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 50.44it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 51.85it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 51.77it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.78it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 52.70it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.82it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.74it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.44it/s, v_num=ld_2, val_loss=2.060]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 47.25it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 63.14it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 62.02it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.59it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.02it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.88it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.48it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.23it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.93it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.62it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.37it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.64it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.43it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.83it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.66it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.79it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.64it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.54it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.40it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.62it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.49it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.97it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.85it/s, v_num=ld_2, val_loss=2.060, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.61it/s, v_num=ld_2, val_loss=1.730, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.33it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 65.25it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 64.06it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.17it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.57it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.07it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.66it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.57it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.27it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.55it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.27it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.08it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.85it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.09it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.92it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.94it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.79it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.86it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.72it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.69it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.56it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.80it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.69it/s, v_num=ld_2, val_loss=1.730, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.62it/s, v_num=ld_2, val_loss=1.620, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.30it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 61.48it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 60.03it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.32it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.64it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.53it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.13it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.42it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.11it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.02it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.78it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.33it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.14it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.70it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.53it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.06it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.91it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.20it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.07it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.40it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.27it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.22it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.11it/s, v_num=ld_2, val_loss=1.620, train_loss=1.530]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.07it/s, v_num=ld_2, val_loss=1.350, train_loss=1.530]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.79it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 60.75it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 59.71it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.07it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.52it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.88it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.36it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.48it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.19it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.09it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.85it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.05it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.86it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.44it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.27it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.73it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.58it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.11it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.97it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.31it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.19it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.66it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.55it/s, v_num=ld_2, val_loss=1.350, train_loss=1.380]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.96it/s, v_num=ld_2, val_loss=1.200, train_loss=1.380]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.69it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 56.83it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 55.90it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.21it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.70it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.39it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.04it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.21it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.94it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.84it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.62it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.70it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.52it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.84it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.68it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.03it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.88it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 62.45it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 62.32it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.77it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.64it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.25it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.15it/s, v_num=ld_2, val_loss=1.200, train_loss=1.060]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.46it/s, v_num=ld_2, val_loss=1.190, train_loss=1.060]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.21it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 61.14it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 60.05it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.59it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.01it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.42it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.00it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.43it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.13it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.75it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.51it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.90it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.70it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.12it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.95it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.08it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.92it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.27it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.14it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.42it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.29it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.75it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.64it/s, v_num=ld_2, val_loss=1.190, train_loss=0.853]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.41it/s, v_num=ld_2, val_loss=1.100, train_loss=0.853]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.14it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 63.66it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 62.55it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.64it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.07it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.71it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.32it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.36it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.06it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.60it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.35it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.69it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.47it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.96it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.79it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.09it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.93it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.93it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.79it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.04it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.91it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.44it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.32it/s, v_num=ld_2, val_loss=1.100, train_loss=0.742]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.06it/s, v_num=ld_2, val_loss=1.090, train_loss=0.742]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.77it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 63.19it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 62.08it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.42it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.83it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.74it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.35it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.77it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.44it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.61it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.33it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.43it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.21it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.64it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.44it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.90it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.74it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.20it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.06it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.13it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.01it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.43it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.32it/s, v_num=ld_2, val_loss=1.090, train_loss=0.715]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.42it/s, v_num=ld_2, val_loss=0.990, train_loss=0.715]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.17it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 65.05it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 63.88it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.19it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.57it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.25it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.83it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.62it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.29it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.00it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.74it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.25it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.04it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.28it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.10it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.43it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.27it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.51it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.36it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.61it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.49it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.59it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.47it/s, v_num=ld_2, val_loss=0.990, train_loss=0.535]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.29it/s, v_num=ld_2, val_loss=1.140, train_loss=0.535]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.01it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 65.64it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 64.44it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.11it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.49it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.24it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.82it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.12it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.81it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.15it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.90it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.64it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.43it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.77it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.58it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.71it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.56it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.81it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.67it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.90it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.78it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.17it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.05it/s, v_num=ld_2, val_loss=1.140, train_loss=0.347]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.48it/s, v_num=ld_2, val_loss=1.440, train_loss=0.347]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.21it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 61.10it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 60.03it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.23it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.66it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.73it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.33it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.36it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.06it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.78it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.53it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.39it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.17it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.75it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.57it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.91it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.76it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.07it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.93it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.27it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.14it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.59it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.47it/s, v_num=ld_2, val_loss=1.440, train_loss=0.307]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.30it/s, v_num=ld_2, val_loss=1.290, train_loss=0.307]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.04it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 61.91it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 60.79it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.76it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.19it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.38it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.96it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.62it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.30it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.76it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.51it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.98it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.77it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.15it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.96it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.65it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.49it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.56it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.42it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.45it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.31it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.58it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.47it/s, v_num=ld_2, val_loss=1.290, train_loss=0.355]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.30it/s, v_num=ld_2, val_loss=1.060, train_loss=0.355]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.04it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 62.91it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 61.81it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.08it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.30it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.60it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.22it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.60it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.27it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.86it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.61it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.33it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.12it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.62it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.42it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.97it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.81it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.95it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.81it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.19it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.07it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.50it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.38it/s, v_num=ld_2, val_loss=1.060, train_loss=0.423]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.47it/s, v_num=ld_2, val_loss=1.020, train_loss=0.423]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.21it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 61.79it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 60.72it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.85it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.27it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.87it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.49it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.09it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.78it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.36it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.11it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.64it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.44it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.91it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.73it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.16it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.99it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.45it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.31it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.22it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.11it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.61it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.50it/s, v_num=ld_2, val_loss=1.020, train_loss=0.311]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.53it/s, v_num=ld_2, val_loss=1.130, train_loss=0.311]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.27it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 64.21it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 63.07it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.80it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.20it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.43it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.03it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.04it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.74it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.19it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.95it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.41it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.21it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.57it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.39it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.60it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.45it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.53it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.40it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.58it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.46it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.50it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.39it/s, v_num=ld_2, val_loss=1.130, train_loss=0.253]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.69it/s, v_num=ld_2, val_loss=1.210, train_loss=0.253]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.44it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 65.25it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 64.06it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.13it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.50it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.52it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.10it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.67it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.35it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.85it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.60it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.54it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.33it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.38it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.20it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.46it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.30it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.51it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.37it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.51it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.38it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.92it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.80it/s, v_num=ld_2, val_loss=1.210, train_loss=0.163]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.11it/s, v_num=ld_2, val_loss=1.310, train_loss=0.163]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.82it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 64.03it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 62.87it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.97it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.37it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.40it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.99it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.33it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.00it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.23it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.98it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.87it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.67it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.02it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.84it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.24it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.09it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.18it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.04it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.34it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.21it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.72it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.61it/s, v_num=ld_2, val_loss=1.310, train_loss=0.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.38it/s, v_num=ld_2, val_loss=1.380, train_loss=0.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.12it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 61.19it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 60.06it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.49it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.88it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.79it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.39it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.31it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.01it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.52it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.28it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.83it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.63it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.93it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.75it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.50it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.34it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.51it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.36it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.45it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.31it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.64it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.50it/s, v_num=ld_2, val_loss=1.380, train_loss=0.0709]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.24it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0709]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.97it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 63.63it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 62.39it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.52it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.91it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.53it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.13it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.21it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.91it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.57it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.34it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.08it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.88it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.41it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.23it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.48it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.32it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.38it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.24it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.58it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.46it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.97it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.84it/s, v_num=ld_2, val_loss=1.390, train_loss=0.0473]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.82it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0473]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.55it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 64.95it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 63.79it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.63it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.04it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.90it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.48it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.79it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.44it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.96it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.70it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.07it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.86it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.13it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.95it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.22it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.06it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.38it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.22it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.23it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.10it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.54it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.43it/s, v_num=ld_2, val_loss=1.510, train_loss=0.0526]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.27it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0526]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.00it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 66.40it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 65.18it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.32it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.72it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.55it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.14it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.15it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.84it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.19it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.95it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.65it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.44it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.86it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.68it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.09it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.93it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.22it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.07it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.23it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.10it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.31it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.19it/s, v_num=ld_2, val_loss=1.480, train_loss=0.0614]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.06it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0614]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.79it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 65.08it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 63.89it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.48it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.88it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.56it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.15it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.77it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.45it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.89it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.63it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.26it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.03it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.18it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.98it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.14it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.97it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.09it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.95it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.07it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.94it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.11it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.95it/s, v_num=ld_2, val_loss=1.520, train_loss=0.0692]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.45it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0692]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.19it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 61.87it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 60.77it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.39it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.81it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.51it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.12it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.86it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.56it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.44it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.08it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.86it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.61it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.24it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.07it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.43it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.28it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.58it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.44it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.84it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.72it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.09it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.96it/s, v_num=ld_2, val_loss=1.530, train_loss=0.166]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.10it/s, v_num=ld_2, val_loss=1.920, train_loss=0.166]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.84it/s, v_num=ld_2, val_loss=1.920, train_loss=0.162]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.48it/s, v_num=ld_2, val_loss=1.920, train_loss=0.162]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.927010715007782
      Accuracy_val          0.6867470145225525
        val_loss             1.915027141571045
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model ActivationFusion

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 53.71it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 52.87it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.71it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.19it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.39it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.99it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.61it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.32it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.55it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.32it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.29it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.06it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.85it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.68it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.06it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.91it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.44it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.31it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.47it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.35it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.96it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.85it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.47it/s, v_num=ld_0, val_loss=2.140]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.18it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 66.78it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 65.53it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.63it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.96it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.63it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.20it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.17it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.83it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.28it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.99it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.34it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.11it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.43it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.24it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.49it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.31it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.24it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.08it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.16it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.37it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.24it/s, v_num=ld_0, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.27it/s, v_num=ld_0, val_loss=1.660, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.98it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 67.78it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 66.49it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.18it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.51it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.78it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.31it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.16it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.83it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.54it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.27it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.70it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.46it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.66it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.45it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.76it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.58it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.73it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.57it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.54it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.40it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.79it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.66it/s, v_num=ld_0, val_loss=1.660, train_loss=1.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.55it/s, v_num=ld_0, val_loss=1.510, train_loss=1.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.25it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 67.02it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 65.75it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.35it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.55it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.08it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.77it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.75it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.39it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.16it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.55it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.33it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.59it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.41it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.72it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.56it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.80it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.66it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.79it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.66it/s, v_num=ld_0, val_loss=1.510, train_loss=1.360]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.53it/s, v_num=ld_0, val_loss=1.520, train_loss=1.360]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.23it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 68.46it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 67.18it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.82it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.09it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.16it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.71it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.44it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.10it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.78it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.51it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.51it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.29it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.72it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.52it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.72it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.54it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.79it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.61it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.67it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.01it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.88it/s, v_num=ld_0, val_loss=1.520, train_loss=1.100]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.60it/s, v_num=ld_0, val_loss=1.270, train_loss=1.100]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.30it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 67.86it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 66.55it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.05it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.40it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.91it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.34it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.00it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.63it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.34it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.70it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.46it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.82it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.60it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.81it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.62it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.55it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.39it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.75it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.15it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=1.270, train_loss=0.775]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.14it/s, v_num=ld_0, val_loss=1.850, train_loss=0.775]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.85it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 68.85it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 67.48it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.34it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.65it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.82it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.37it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.27it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.92it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.40it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.11it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.56it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.32it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.81it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.61it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.91it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.73it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.69it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.52it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.72it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.58it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.99it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.86it/s, v_num=ld_0, val_loss=1.850, train_loss=0.572]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.71it/s, v_num=ld_0, val_loss=1.510, train_loss=0.572]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.41it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 68.37it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 67.06it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.77it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.10it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.95it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.16it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.82it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.99it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.71it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.89it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.66it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.75it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.55it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.88it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.66it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.97it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.82it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.66it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.53it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.92it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.79it/s, v_num=ld_0, val_loss=1.510, train_loss=0.677]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.89it/s, v_num=ld_0, val_loss=1.300, train_loss=0.677]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.61it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 66.53it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 64.99it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.93it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.70it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.66it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.24it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.40it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.10it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.65it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.42it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.01it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.79it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.07it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.90it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.18it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.89it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.75it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.65it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.51it/s, v_num=ld_0, val_loss=1.300, train_loss=0.491]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.32it/s, v_num=ld_0, val_loss=1.280, train_loss=0.491]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.03it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 65.23it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 63.88it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.12it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.48it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.56it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.13it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.15it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.81it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.37it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.09it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.06it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.83it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.42it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.22it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.66it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.49it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.91it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.76it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.06it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.92it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.37it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.25it/s, v_num=ld_0, val_loss=1.280, train_loss=0.342]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.09it/s, v_num=ld_0, val_loss=1.300, train_loss=0.342]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.80it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 63.53it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 62.38it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.72it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.13it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.94it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.53it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.57it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.23it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.12it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.86it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.43it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.22it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.81it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.52it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.62it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.43it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.72it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.57it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.98it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.83it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.42it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.30it/s, v_num=ld_0, val_loss=1.300, train_loss=0.245]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.57it/s, v_num=ld_0, val_loss=1.540, train_loss=0.245]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.27it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 68.99it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 67.51it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.19it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.44it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.94it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.50it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.62it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.24it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.05it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.78it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.14it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.91it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.32it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.13it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.47it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.30it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.47it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.32it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.62it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.48it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.91it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.78it/s, v_num=ld_0, val_loss=1.540, train_loss=0.207]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.47it/s, v_num=ld_0, val_loss=1.730, train_loss=0.207]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.19it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 70.11it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 68.78it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.38it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.67it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.70it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.22it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.72it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.39it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.19it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.92it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.56it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.34it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.77it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.58it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.79it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.62it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.53it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.38it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.46it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.33it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.73it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.60it/s, v_num=ld_0, val_loss=1.730, train_loss=0.190]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.55it/s, v_num=ld_0, val_loss=1.600, train_loss=0.190]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.26it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 68.87it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 67.58it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.39it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.72it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.70it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.25it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.22it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.86it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.57it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.29it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.54it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.31it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.72it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.53it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.85it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.67it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.95it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.79it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.89it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.75it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.73it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.59it/s, v_num=ld_0, val_loss=1.600, train_loss=0.202]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.30it/s, v_num=ld_0, val_loss=1.950, train_loss=0.202]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.00it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 68.69it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 67.40it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.48it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.82it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.97it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.51it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.09it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.74it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.17it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.89it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.70it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.47it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.80it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.60it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.94it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.76it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.00it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.84it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.03it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.89it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.30it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.16it/s, v_num=ld_0, val_loss=1.950, train_loss=0.143]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.76it/s, v_num=ld_0, val_loss=1.800, train_loss=0.143]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.45it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 68.51it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 67.23it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.12it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.49it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.03it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.59it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.79it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.46it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.22it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.95it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.47it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.24it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.51it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.31it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.38it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.18it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.48it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.32it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.64it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.50it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.93it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.80it/s, v_num=ld_0, val_loss=1.800, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.52it/s, v_num=ld_0, val_loss=2.250, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.19it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 69.70it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 68.13it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.51it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.82it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.03it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.58it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.58it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.24it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.66it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.38it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.44it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.18it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.14it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.94it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.13it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.96it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.05it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.87it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.19it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.05it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.52it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.39it/s, v_num=ld_0, val_loss=2.250, train_loss=0.106]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.19it/s, v_num=ld_0, val_loss=1.940, train_loss=0.106]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.89it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 68.86it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 67.57it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.74it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.01it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.99it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.49it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.97it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.63it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.25it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.97it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.41it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.17it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.58it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.36it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.64it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.46it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.65it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.49it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.49it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.35it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.68it/s, v_num=ld_0, val_loss=1.940, train_loss=0.179]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.12it/s, v_num=ld_0, val_loss=1.980, train_loss=0.179]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.83it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 70.17it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 68.83it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.76it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.18it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.07it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.62it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.96it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.98it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.94it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.72it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.86it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.67it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.84it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.67it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.98it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.75it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.89it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.80it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.67it/s, v_num=ld_0, val_loss=1.980, train_loss=0.103]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.69it/s, v_num=ld_0, val_loss=2.040, train_loss=0.103]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.40it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 68.84it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 67.54it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.29it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.60it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.34it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.88it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.63it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.28it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.60it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.30it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.80it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.56it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.82it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.62it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.99it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.80it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.72it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.56it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.58it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.46it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.79it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.66it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0685]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.41it/s, v_num=ld_0, val_loss=2.170, train_loss=0.0685]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.10it/s, v_num=ld_0, val_loss=2.170, train_loss=0.0472]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.68it/s, v_num=ld_0, val_loss=2.170, train_loss=0.0472]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9232584238052368
      Accuracy_val          0.6766467094421387
        val_loss             2.165604829788208
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.75it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.26it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 33.10it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 32.80it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.26it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.12it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.95it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.83it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 45.23it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 45.11it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.83it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.72it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 50.04it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.94it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.86it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.77it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.42it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.33it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.55it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.46it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.84it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.76it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.81it/s, v_num=ld_1, val_loss=2.080]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.59it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 68.65it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 67.36it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.25it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.57it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.62it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.18it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.98it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.59it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.05it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.77it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.16it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.92it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.23it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.03it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.26it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.08it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.05it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.89it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.08it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.93it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.37it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.24it/s, v_num=ld_1, val_loss=2.080, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.05it/s, v_num=ld_1, val_loss=1.780, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.76it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 65.76it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 64.58it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.08it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.44it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.82it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.36it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.52it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.18it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.95it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.68it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.94it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.71it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.04it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.84it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.23it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.04it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.34it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.19it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.21it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.07it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.60it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.47it/s, v_num=ld_1, val_loss=1.780, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.28it/s, v_num=ld_1, val_loss=1.490, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.95it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 68.19it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.10it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.42it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.19it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.33it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.46it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.81it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.09it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.89it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.25it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.07it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.32it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.16it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.22it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.08it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.00it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.64it/s, v_num=ld_1, val_loss=1.460, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.34it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 69.21it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 67.89it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.88it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.19it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.49it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.01it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.82it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.16it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.92it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.15it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.92it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.76it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.57it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.71it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.55it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.77it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.59it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.00it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.86it/s, v_num=ld_1, val_loss=1.460, train_loss=1.210]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.73it/s, v_num=ld_1, val_loss=1.310, train_loss=1.210]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.41it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 68.40it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 67.12it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.27it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.61it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.10it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.65it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.63it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.28it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.79it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.51it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.71it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.79it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.63it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.69it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.82it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.53it/s, v_num=ld_1, val_loss=1.250, train_loss=1.020]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.23it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 69.03it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 67.71it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.92it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.22it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.87it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.41it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.38it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.03it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.20it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.90it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.51it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.28it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.78it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.58it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.10it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.92it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.79it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.64it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.01it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.86it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.37it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.25it/s, v_num=ld_1, val_loss=1.250, train_loss=0.778]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.10it/s, v_num=ld_1, val_loss=1.100, train_loss=0.778]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.80it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 69.27it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 67.92it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.86it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.16it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.13it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.65it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.35it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.00it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.57it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.28it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.46it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.90it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.01it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.07it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.91it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.02it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.82it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.35it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.23it/s, v_num=ld_1, val_loss=1.100, train_loss=0.642]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.94it/s, v_num=ld_1, val_loss=1.210, train_loss=0.642]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.65it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 67.38it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 66.13it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.91it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.21it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.53it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.08it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.90it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.55it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.00it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.73it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.07it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.84it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.97it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.77it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.05it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.90it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.33it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.17it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.36it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.22it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.53it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.41it/s, v_num=ld_1, val_loss=1.210, train_loss=0.455]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.41it/s, v_num=ld_1, val_loss=1.630, train_loss=0.455]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.12it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 70.31it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 68.97it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.27it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.58it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.17it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.23it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.69it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.40it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.46it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.75it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.58it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.40it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.25it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.09it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.27it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.12it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.35it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.22it/s, v_num=ld_1, val_loss=1.630, train_loss=0.388]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.95it/s, v_num=ld_1, val_loss=1.200, train_loss=0.388]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.63it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 68.27it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.76it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.09it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.08it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.82it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.48it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.10it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.81it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.25it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.01it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.43it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.23it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.29it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.11it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.33it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.17it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.82it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.90it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.77it/s, v_num=ld_1, val_loss=1.200, train_loss=0.273]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.13it/s, v_num=ld_1, val_loss=1.540, train_loss=0.273]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.83it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 65.49it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 64.26it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.43it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.78it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.19it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.77it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.96it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.64it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.16it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.90it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.26it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.04it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.82it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.63it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.26it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.09it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.32it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.16it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.52it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.38it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.89it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.76it/s, v_num=ld_1, val_loss=1.540, train_loss=0.160]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.66it/s, v_num=ld_1, val_loss=1.710, train_loss=0.160]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.36it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 69.33it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 67.99it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.12it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.44it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.67it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.19it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.07it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.28it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.88it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.65it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.08it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.88it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.25it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.09it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.87it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.36it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.23it/s, v_num=ld_1, val_loss=1.710, train_loss=0.165]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.72it/s, v_num=ld_1, val_loss=1.840, train_loss=0.165]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.42it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 67.98it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 66.68it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.24it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.47it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.87it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.39it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.89it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.52it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.69it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.38it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.08it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.86it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.52it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.29it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.52it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.88it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.71it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.77it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.81it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.67it/s, v_num=ld_1, val_loss=1.840, train_loss=0.236]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.37it/s, v_num=ld_1, val_loss=1.340, train_loss=0.236]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.07it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 68.39it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.21it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.52it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.30it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.94it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.39it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.10it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.97it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.12it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.37it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.20it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.49it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.33it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.53it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.39it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.77it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.63it/s, v_num=ld_1, val_loss=1.340, train_loss=0.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.18it/s, v_num=ld_1, val_loss=1.190, train_loss=0.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.87it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 69.44it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 68.14it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.30it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.66it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.57it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.13it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.10it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.67it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.35it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.07it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.48it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.25it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.45it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.45it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.27it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.49it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.64it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.49it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.90it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.77it/s, v_num=ld_1, val_loss=1.190, train_loss=0.216]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.25it/s, v_num=ld_1, val_loss=2.130, train_loss=0.216]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.94it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 67.42it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.08it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.38it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.65it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.21it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.27it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.88it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.59it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.32it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.89it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.17it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.97it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.36it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.17it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.14it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.98it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.30it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.16it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.46it/s, v_num=ld_1, val_loss=2.130, train_loss=0.187]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.02it/s, v_num=ld_1, val_loss=1.790, train_loss=0.187]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.69it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 68.68it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 67.39it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.72it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.04it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.13it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.65it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.90it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.53it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.64it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.25it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.88it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.66it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.24it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.04it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.47it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.30it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.77it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.61it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.63it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.50it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.98it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.86it/s, v_num=ld_1, val_loss=1.790, train_loss=0.262]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.55it/s, v_num=ld_1, val_loss=1.540, train_loss=0.262]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.25it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 69.88it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 68.55it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.85it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.16it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.92it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.45it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.47it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.11it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.44it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.16it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.67it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.43it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.78it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.58it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.88it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.70it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.94it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.78it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.01it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.86it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.92it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.78it/s, v_num=ld_1, val_loss=1.540, train_loss=0.145]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.31it/s, v_num=ld_1, val_loss=1.570, train_loss=0.145]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.98it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 66.87it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 65.61it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.77it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.11it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.96it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.52it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.74it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.35it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.51it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.20it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.83it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.52it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.07it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.88it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.24it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.07it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.45it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.29it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.66it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.52it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.08it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.96it/s, v_num=ld_1, val_loss=1.570, train_loss=0.113]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.03it/s, v_num=ld_1, val_loss=1.780, train_loss=0.113]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.75it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 69.58it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.27it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.94it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.28it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.86it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.40it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.26it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.91it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.38it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.09it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.45it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.21it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.42it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.19it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.94it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.77it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.79it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.61it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.76it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.62it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.93it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.80it/s, v_num=ld_1, val_loss=1.780, train_loss=0.049]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.60it/s, v_num=ld_1, val_loss=1.710, train_loss=0.049]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.30it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 68.95it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 67.63it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.50it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.76it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.24it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.78it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.82it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.46it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.15it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.86it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.35it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.11it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.45it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.24it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.40it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.21it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.00it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.83it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.08it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.93it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.82it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.69it/s, v_num=ld_1, val_loss=1.710, train_loss=0.0278]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.42it/s, v_num=ld_1, val_loss=1.860, train_loss=0.0278]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.12it/s, v_num=ld_1, val_loss=1.860, train_loss=0.0321]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.70it/s, v_num=ld_1, val_loss=1.860, train_loss=0.0321]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9381550550460815
      Accuracy_val          0.7664670944213867
        val_loss             1.858536720275879
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 28.55it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 28.12it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 32.69it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 32.41it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.16it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.02it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 42.86it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 42.73it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 46.45it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 46.32it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 49.20it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 49.09it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 51.14it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 51.03it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.90it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 52.81it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.36it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.27it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.61it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.53it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.81it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.74it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.57it/s, v_num=ld_2, val_loss=2.030]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.36it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 65.07it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 63.82it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.30it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.66it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.39it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.95it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.13it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.80it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.13it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.86it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.55it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.42it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.23it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.64it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.47it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.64it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.49it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.76it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.62it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.05it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.92it/s, v_num=ld_2, val_loss=2.030, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.56it/s, v_num=ld_2, val_loss=1.670, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.30it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 69.19it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 67.88it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.94it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.28it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.72it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.28it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.89it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.55it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.23it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.94it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.57it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.34it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.62it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.42it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.30it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.39it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.23it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.51it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.36it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.65it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.52it/s, v_num=ld_2, val_loss=1.670, train_loss=1.860]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.29it/s, v_num=ld_2, val_loss=1.430, train_loss=1.860]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.97it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 69.09it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 67.60it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.54it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.86it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.01it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.56it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.40it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.05it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.27it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.66it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.42it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.72it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.52it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.84it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.66it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.71it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.67it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.52it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.77it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.63it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.37it/s, v_num=ld_2, val_loss=1.430, train_loss=1.520]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.07it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 69.05it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 67.74it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.75it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.05it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.36it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.88it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.43it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.09it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.81it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.53it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.92it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.68it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.14it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.93it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.35it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.18it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.47it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.32it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.43it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.29it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.68it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=1.430, train_loss=1.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.31it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.00it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 67.17it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 65.92it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.12it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.44it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.18it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.74it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.36it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.03it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.16it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.90it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.77it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.55it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.24it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.05it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.54it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.37it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.85it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.03it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.89it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=1.380, train_loss=1.040]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.80it/s, v_num=ld_2, val_loss=1.340, train_loss=1.040]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.50it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 69.20it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 67.89it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.82it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.15it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.19it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.73it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.20it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.85it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.44it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.16it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.82it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.99it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.79it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.04it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.15it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.97it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.22it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.46it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=1.340, train_loss=0.847]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.63it/s, v_num=ld_2, val_loss=1.290, train_loss=0.847]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.33it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 66.92it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 65.66it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.05it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.45it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.94it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.52it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.57it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.12it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.58it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.33it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.70it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.49it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.93it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.75it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.84it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.65it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.02it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.87it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.35it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.22it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.77it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.65it/s, v_num=ld_2, val_loss=1.290, train_loss=0.702]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.86it/s, v_num=ld_2, val_loss=1.550, train_loss=0.702]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.56it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 68.05it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 66.89it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.08it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.42it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.75it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.30it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.20it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.83it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.89it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.80it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.56it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.80it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.48it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.68it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.51it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.21it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.36it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.23it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.65it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.52it/s, v_num=ld_2, val_loss=1.550, train_loss=0.523]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.47it/s, v_num=ld_2, val_loss=1.300, train_loss=0.523]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.16it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 67.72it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 66.45it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.74it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.04it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.58it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.07it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.84it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.49it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.23it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.95it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.40it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.90it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.67it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.99it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.81it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.12it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.96it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.56it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.64it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.51it/s, v_num=ld_2, val_loss=1.300, train_loss=0.406]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.25it/s, v_num=ld_2, val_loss=1.740, train_loss=0.406]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.95it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 65.16it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 63.97it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.00it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.38it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.44it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.98it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.57it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.13it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.78it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.52it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.09it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.88it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.53it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.35it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.76it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.59it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.12it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.97it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.36it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.22it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.47it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.34it/s, v_num=ld_2, val_loss=1.740, train_loss=0.386]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.40it/s, v_num=ld_2, val_loss=1.270, train_loss=0.386]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.11it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 69.28it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 67.97it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.89it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.23it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.22it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.77it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.67it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.33it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.41it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.25it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.65it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.47it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.80it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.63it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.81it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.27it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.13it/s, v_num=ld_2, val_loss=1.270, train_loss=0.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.58it/s, v_num=ld_2, val_loss=1.520, train_loss=0.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.28it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 69.76it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 68.42it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.66it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.00it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.93it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.48it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.51it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.17it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.78it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.50it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.14it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.90it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.34it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.14it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.06it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.22it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.57it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.42it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.75it/s, v_num=ld_2, val_loss=1.520, train_loss=0.293]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.54it/s, v_num=ld_2, val_loss=1.570, train_loss=0.293]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.24it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 69.98it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 68.64it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.38it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.71it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.01it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.57it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.51it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.81it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.53it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.03it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.80it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.20it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.01it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.35it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.10it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.21it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.56it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=1.570, train_loss=0.260]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.01it/s, v_num=ld_2, val_loss=1.470, train_loss=0.260]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.70it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 69.06it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 67.74it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.38it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.68it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.17it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.07it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.73it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.35it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.56it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.33it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.78it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.04it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.86it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.08it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.92it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.01it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.20it/s, v_num=ld_2, val_loss=1.470, train_loss=0.219]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.86it/s, v_num=ld_2, val_loss=1.690, train_loss=0.219]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.56it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 67.91it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.50it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.82it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.67it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.18it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.58it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.20it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.68it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.40it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.88it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.64it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.92it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.71it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.98it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.80it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.18it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.03it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.36it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.22it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=1.690, train_loss=0.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.07it/s, v_num=ld_2, val_loss=1.950, train_loss=0.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.78it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 69.09it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 67.75it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.20it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.52it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.19it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.74it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.03it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.70it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.53it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.27it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.50it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.31it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.80it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.02it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.86it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.14it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.01it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.45it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.33it/s, v_num=ld_2, val_loss=1.950, train_loss=0.108]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.17it/s, v_num=ld_2, val_loss=1.630, train_loss=0.108]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.86it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 69.31it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 67.99it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.95it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.29it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.85it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.37it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.26it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.93it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.46it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.18it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.71it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.67it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.66it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.63it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.47it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.71it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.98it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.85it/s, v_num=ld_2, val_loss=1.630, train_loss=0.115]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.21it/s, v_num=ld_2, val_loss=1.600, train_loss=0.115]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.90it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 65.21it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 64.00it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.44it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.80it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.13it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.71it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.79it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.47it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.07it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.82it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.07it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.85it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.14it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.96it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.41it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.22it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.18it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.02it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.55it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.42it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.14it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.02it/s, v_num=ld_2, val_loss=1.600, train_loss=0.0654]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.40it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0654]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.11it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 70.34it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 68.82it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.82it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.13it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.12it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.54it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.20it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.24it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.96it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.89it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.63it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.54it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.34it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.34it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.16it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.21it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.97it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.85it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.71it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.05it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.93it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0748]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.78it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0748]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.48it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.50it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 67.16it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.36it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.58it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.50it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.99it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.98it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.60it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.56it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.28it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.07it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.85it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.20it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.49it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.30it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.86it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.60it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.35it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.20it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.02it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.88it/s, v_num=ld_2, val_loss=1.790, train_loss=0.0182]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.81it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0182]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.51it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 66.32it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 64.99it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.30it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.64it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.95it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.46it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.40it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.06it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.51it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.23it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.24it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.00it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.40it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.18it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.70it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.53it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.05it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.90it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.38it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.25it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.87it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.75it/s, v_num=ld_2, val_loss=1.750, train_loss=0.0473]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.93it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0473]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.62it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 64.56it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 63.31it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.64it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.02it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.43it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.01it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.55it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.22it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.15it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.88it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.64it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.90it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.80it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.03it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.87it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.13it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.99it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.34it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.21it/s, v_num=ld_2, val_loss=1.880, train_loss=0.0243]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.00it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0243]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.71it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 68.03it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.80it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.11it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.77it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.31it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.23it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.86it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.56it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.29it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.76it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.52it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.03it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.82it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.16it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.99it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.04it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.89it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.16it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.02it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.49it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.37it/s, v_num=ld_2, val_loss=2.000, train_loss=0.0221]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.95it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0221]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.63it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 67.41it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.02it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.93it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.46it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.36it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.00it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.41it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.13it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.67it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.44it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.80it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.60it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.91it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.73it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.93it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.76it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.62it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.47it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.74it/s, v_num=ld_2, val_loss=1.740, train_loss=0.0601]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.42it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0601]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.12it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 69.80it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 68.46it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.80it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.99it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.10it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.22it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.68it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.06it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.19it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.99it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.36it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.51it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.35it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.57it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.42it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.54it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.41it/s, v_num=ld_2, val_loss=1.980, train_loss=0.0847]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.00it/s, v_num=ld_2, val_loss=1.830, train_loss=0.0847]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.68it/s, v_num=ld_2, val_loss=1.830, train_loss=0.0756]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.24it/s, v_num=ld_2, val_loss=1.830, train_loss=0.0756]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9378641247749329
      Accuracy_val          0.7710843086242676
        val_loss            1.8345776796340942
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

5. Plotting the results of the individual models๏ƒ

In this section, we visualize the results of each individual model.

for model_name, model_list in all_trained_models.items():
    fig = ConfusionMatrix.from_final_val_data(model_list)
    plt.show()
  • Tabular1Unimodal: confusion matrix, Tabular1 uni-modal: auroc=0.938, Fold 1: auroc=0.939, Fold 2: auroc=0.956, Fold 3: auroc=0.928
  • Tabular2Unimodal: confusion matrix, Tabular2 uni-modal: auroc=0.905, Fold 1: auroc=0.910, Fold 2: auroc=0.926, Fold 3: auroc=0.894
  • ConcatTabularFeatureMaps: confusion matrix, Concatenating tabular feature maps: auroc=0.951, Fold 1: auroc=0.952, Fold 2: auroc=0.949, Fold 3: auroc=0.958
  • ConcatTabularData: confusion matrix, Concatenating tabular data: auroc=0.891, Fold 1: auroc=0.500, Fold 2: auroc=0.962, Fold 3: auroc=0.964
  • TabularChannelWiseMultiAttention: confusion matrix, Channel-wise multiplication net (tabular): auroc=0.717, Fold 1: auroc=0.676, Fold 2: auroc=0.696, Fold 3: auroc=0.801
  • TabularCrossmodalMultiheadAttention: confusion matrix, Tabular Crossmodal multi-head attention: auroc=0.958, Fold 1: auroc=0.972, Fold 2: auroc=0.962, Fold 3: auroc=0.950
  • TabularDecision: confusion matrix, Tabular decision: auroc=0.970, Fold 1: auroc=0.982, Fold 2: auroc=0.958, Fold 3: auroc=0.979
  • MCVAE_tab: confusion matrix, MCVAE Tabular: auroc=0.879, Fold 1: auroc=0.853, Fold 2: auroc=0.880, Fold 3: auroc=0.909
  • EdgeCorrGNN: confusion matrix, Edge Correlation GNN: auroc=0.490, Fold 1: auroc=0.504, Fold 2: auroc=0.480, Fold 3: auroc=0.494
  • AttentionWeightedGNN: confusion matrix, Attention-weighted GNN: auroc=0.480, Fold 1: auroc=0.505, Fold 2: auroc=0.433, Fold 3: auroc=0.537
  • AttentionAndSelfActivation: confusion matrix, Activation function and tabular self-attention: auroc=0.934, Fold 1: auroc=0.950, Fold 2: auroc=0.929, Fold 3: auroc=0.927
  • ActivationFusion: confusion matrix, Activation function map fusion: auroc=0.930, Fold 1: auroc=0.923, Fold 2: auroc=0.938, Fold 3: auroc=0.938

6. Plotting comparison of the models๏ƒ

In this section, we visualize the results of each individual model.

comparison_plot, metrics_dataframe = ModelComparison.from_final_val_data(all_trained_models)
plt.show()
Distribution of metrics between cross-validation folds, auroc, accuracy

7. Saving the results of the models๏ƒ

In this section, we compare the performance of all the trained models using a violin chart, providing an overview of how each model performed as a distribution over the different cross-validation folds.

metrics_dataframe
auroc accuracy fold1_auroc fold2_auroc fold3_auroc fold1_accuracy fold2_accuracy fold3_accuracy
Method
Tabular1 uni-modal 0.938317 0.736 0.939211 0.956041 0.928381 0.730539 0.748503 0.728916
Tabular2 uni-modal 0.905426 0.622 0.910060 0.926256 0.894144 0.628743 0.640719 0.596386
Concatenating tabular feature maps 0.950840 0.740 0.952383 0.948755 0.957771 0.754491 0.718563 0.746988
Concatenating tabular data 0.891357 0.564 0.500000 0.961807 0.964344 0.125749 0.772455 0.795181
Channel-wise multiplication net (tabular) 0.717450 0.304 0.676102 0.695584 0.801368 0.197605 0.245509 0.469880
Tabular Crossmodal multi-head attention 0.957767 0.750 0.971598 0.961805 0.950014 0.772455 0.778443 0.698795
Tabular decision 0.970021 0.766 0.982215 0.958492 0.978693 0.844311 0.682635 0.771084
MCVAE Tabular 0.878636 0.512 0.853250 0.879694 0.909241 0.461078 0.473054 0.602410
Edge Correlation GNN 0.489832 0.086 0.503885 0.480216 0.494045 0.089820 0.071856 0.096386
Attention-weighted GNN 0.479676 0.116 0.504627 0.433475 0.537485 0.071856 0.137725 0.138554
Activation function and tabular self-attention 0.933685 0.704 0.950151 0.928579 0.927011 0.742515 0.682635 0.686747
Activation function map fusion 0.929800 0.738 0.923258 0.938155 0.937864 0.676647 0.766467 0.771084


Total running time of the script: (10 minutes 13.217 seconds)

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